Global Warming And Its Effects On The Environment Essay

Some people say global warming is caused by human activity, others say global warming doesn’t even exist. Some people claim that the climate is changing for the worse. They believe that humans are the primary cause of these changes, especially the increase in temperature, caused by the burning of fossil fuels. They believe that the temperature changes are causing glaciers to melt. They claim that the melting of ice masses leads to a higher sea level and worsening conditions for Arctic animals, as well as other negative effects on the environment. Others do not agree with this. They say that the climate is not changing at all and that if it is, it is certainly not due to human behavior. The term â€Å"global warming† refers to an abnormal, increasing average temperature of the planet. The average temperature has fluctuated constantly throughout the whole time the Earth has existed, but recently the climate has changed in ways it has not done earlier, as well as more rapi dly than it ever has before. The natural reasons for the climate to change are still occurring, but with an addition of some thought to be caused by human activities. The primary cause behind the increasing temperature is according to NASA large amount of greenhouse gases being released into the air when fossil fuels are being burnt. The higher temperatures are said to cause for example melting glaciers and increased coastal erosion. The melting of ice results in negative changes to the ecosystem of the affectedShow MoreRelatedGlobal Warming And Its Effect On The Global Environment1144 Words   |  5 PagesGlobal warming has emerged as one of the most serious concerns for scientists and environmentalists in the 21st century. This is based on the negative impact of global warming, which is not limited to deforestation, drastic variations in climate, decline in output of global agricultural industry, degradation of ice sheets in Antarctic, decrease in ocean productivity, rise in sea levels, and increase in tornadoes, hurricanes and floods. The primary reason for global warming has been identified asRead MoreThe Effects Of Global Warming On The Environment977 Words   |  4 PagesThe Effects of Global Warming Introduction Global warming has been discussion for many years, but has, in the last decade or two been at the forefront of attention. The enormous effects and potential risks on humanity that can result from rise in global temperatures and the environment must be addressed, because the earth after all is finite. â€Å"Globalization refers to the rise of average temperature of oceans and earth’s atmosphere. Since the beginning of the 20th century, the earth’s average surfaceRead MoreThe Effects Of Global Warming On The Environment1224 Words   |  5 PagesGlobal warming continues to be a huge concern affecting the environment, people and the world. If action to stop this phenomenon is not taken immediately by the global community, the consequences will certainly be catastrophic. Already, some of the consequences of global warming are being felt globally. The frequency and intensity of tropical storms has increased as a result of global warming. Global temperatures continue to rise at rapid and unprecedented rates. According to scientific researchRead MoreGlobal Warming And Its Effect On The Environment1311 Words   |  6 PagesIntroduction Global warming refers to an incremental in earth’s temperature. Some believes this is occurring naturally but the prevailing view attributes climate change to the greenhouse effect. The greenhouse effect refers to the warming resulting from certain gases such as carbon dioxide in Earth s atmosphere trapping heat. These gases traps heat but let light in, similarly to the glass walls of a greenhouse. The general belief is that mankind are chiefly responsible for global warming becauseRead MoreThe Effects Of Global Warming On The Environment1549 Words   |  7 PagesGlobal warming is an increasing in average global temperatures across the planet. This is due to the rising temperatures on the continent. Temperatures continue to rise yearly causing global warming. The greenhouse effect is sun light radiation being driven back to the earth. When solar energy is released into the atmosphere, there is an effect of bouncing back. Solar radiation is bounced back into the atmosphere causing the temperature of the earth to remain steady. However, over time greenhouseRead MoreThe Effects Of Global Warming On The Environment1175 Words   |  5 PagesGlobal warming, according to the United States Environmental Protection Agency, â€Å"refers to the recent and ongoing rise in global average temperature near Earth s surface.† Effects of human influence on the environment has long been a cause of concern regarding the disturbance of the â€Å"natural order.† Although a cycle which results in the periodic increase and decrease of the average global temperature has long been known to exist, due to new data suggesting the substantial and relatively recentRead MoreThe Effects Of Global Warming On The Environment1453 Words   |  6 PagesHuman impact such as industrialization, livestock farming and the increase in recent population have all caused serious environmental impacts that have let to dramatic global climate change. â€Å"Scientists generally agree that the globe has warmed over the past 40 years, due largely to human activities that raise carbon-dioxide levels in the atmosphere† (Clemet). Greenhouse gasses have always existed, but not to the extent that they do in today’s world; they are causing a dramatic change in climateRead MoreGlobal Warming And Its Effects On The Environment928 Words   |  4 Pagesâ€Å"Global Warming†-Th e Biggest Scam of Modern Times Global warming is the steady increase in the Earth’s average surface temperature. There are two sides of this story. Some people believe that global warming is caused by the natural components in the environment and not man-made production of carbon dioxide, while the others believe that it is caused by man-made production of carbon dioxide and not by natural components in the environment. Global warming is due to the increased level in temperatureRead MoreGlobal Warming And Its Effects On The Environment999 Words   |  4 Pagesâ€Å"Global Warming†-TheBiggest Scam of Modern Times Global warming is the steady increase in the Earth’s average surface temperature. There are two sides of this story. Some people believe that global warming is caused by natural components in the environment and not man-made production of carbon dioxide, while the others believe that it is caused by man-made production of carbon dioxide and not by natural components in the environment. Global warming is due to the increased level in temperature ofRead MoreThe Effects Of Global Warming On The Environment767 Words   |  4 PagesHow does the daily action of driving a car contribute to global warming pollution and other air pollutions? Economic growth has triggered an explosion in the automobile industry, but along with that expansion comes consequence. The motor vehicle business has increased air pollution, causing acid rain, and has also contributed to global warming. Global warming is the process of the earth heating up due to increased levels of gases such as carbon dioxide , on the the leading emissions from cars. Most Global Warming And Its Effects On The Environment Essay The world we live in is facing many adverse challenges harming its environment. The environment faces destruction such as pollution caused to carbon emissions caused by fossil fuels and greenhouse gasses, waste, and a host of other pollutants caused by various other human activities. With an ever-growing population, consumer demand is higher than ever, and as consumer demand increases, harmful environmental consequences arise. The world is at a current situation where the ecology of the planet is not coping with all the environment destructions and this paper focuses on the pollution caused due to enormous, continuously increasing, consumer demand. This excessive demand for consumer products has created most of the present ecological imbalances. Consumer products go through a multitude of steps that are required for them to turn into the final product we see in our everyday life. This push towards consumerism entails a push to an exponential increase in the practices that lead to the creation of the pollutants that are contributing to global warming in such adverse ways. These shortcomings will become a much bigger issue than most people imagine it to be. The disparities or imbalances have already caused environmental problems in various regions of the world, and much more are expected to follow. Currently, the consumption rate is on the increase at a very high level, and the trend is alarming. The buying and spending power have increased; an indication that more productsShow MoreRelatedGlobal Warming And Its Effect On The Global Environment1144 Words   |  5 PagesGlobal warming has emerged as one of the most serious concerns for scientists and environmentalists in the 21st century. This is based on the negative impact of global warming, which is not limited to deforestation, drastic variations in climate, decline in output of global agricultural industry, degradation of ice sheets in Antarctic, decrease in ocean productivity, rise in sea levels, and increase in tornadoes, hurricanes and floods. The primary reason for global warming has been identified asRead MoreThe Effects Of Global Warming On The Environment977 Words   |  4 PagesThe Effects of Global Warming Introduction Global warming has been discussion for many years, but has, in the last decade or two been at the forefront of attention. The enormous effects and potential risks on humanity that can result from rise in global temperatures and the environment must be addressed, because the earth after all is finite. â€Å"Globalization refers to the rise of average temperature of oceans and earth’s atmosphere. Since the beginning of the 20th century, the earth’s average surfaceRead MoreThe Effects Of Global Warming On The Environment1224 Words   |  5 PagesGlobal warming continues to be a huge concern affecting the environment, people and the world. If action to stop this phenomenon is not taken immediately by the global community, the consequences will certainly be catastrophic. Already, some of the consequences of global warming are being felt globally. The frequency and intensity of tropical storms has increased as a result of global warming. Global temperatures continue to rise at rapid and unprecedented rates. According to scientific researchRead MoreGlobal Warming And Its Effect On The Environment1311 Words   |  6 PagesIntroduction Global warming refers to an incremental in earth’s temperature. Some believes this is occurring naturally but the prevailing view attributes climate change to the greenhouse effect. The greenhouse effect refers to the warming resulting from certain gases such as carbon dioxide in Earth s atmosphere trapping heat. These gases traps heat but let light in, similarly to the glass walls of a greenhouse. The general belief is that mankind are chiefly responsible for global warming becauseRead MoreThe Effects Of Global Warming On The Environment1549 Words   |  7 PagesGlobal warming is an increasing in average global temperatures across the planet. This is due to the rising temperatures on the continent. Temperatures continue to rise yearly causing global warming. The greenhouse effect is sun light radiation being driven back to the earth. When solar energy is released into the atmosphere, there is an effect of bouncing back. Solar radiation is bounced back into the atmosphere causing the temperature of the earth to remain steady. However, over time greenhouseRead MoreGlobal Warming And Its Effects On The Environment Essay1516 Words   |  7 PagesSome people say global warming is caused by human activity, others say global warming doesn’t even exist. Some people claim that the climate is changing for the worse. They believe that humans are the primary cause of these changes, especially the increase in temperature, caused by the burning of fossil fuels. They believe that the temperature changes are causing glaciers to melt. They claim that the melting of ice masses leads to a higher sea level and worsening conditions for Arctic animals, asRead MoreThe Effects Of Global Warming On The Environment1175 Words   |  5 PagesGlobal warming, according to the United States Environmental Protection Agency, â€Å"refers to the recent and ongoing rise in global average temperature near Earth s surface.† Effects of human influence on the environment has long been a cause of concern regarding the disturbance of the â€Å"natural order.† Although a cycle which results in the periodic increase and decrease of the average global temperature has long been known to exist, due to new data suggesting the substantial and relatively r ecentRead MoreThe Effects Of Global Warming On The Environment1453 Words   |  6 PagesHuman impact such as industrialization, livestock farming and the increase in recent population have all caused serious environmental impacts that have let to dramatic global climate change. â€Å"Scientists generally agree that the globe has warmed over the past 40 years, due largely to human activities that raise carbon-dioxide levels in the atmosphere† (Clemet). Greenhouse gasses have always existed, but not to the extent that they do in today’s world; they are causing a dramatic change in climateRead MoreGlobal Warming And Its Effects On The Environment928 Words   |  4 Pagesâ€Å"Global Warming†-The Biggest Scam of Modern Times Global warming is the steady increase in the Earth’s average surface temperature. There are two sides of this story. Some people believe that global warming is caused by the natural components in the environment and not man-made production of carbon dioxide, while the others believe that it is caused by man-made production of carbon dioxide and not by natural components in the environment. Global warming is due to the increased level in temperatureRead MoreGlobal Warming And Its Effects On The Environment999 Words   |  4 Pagesâ€Å"Global Warming†-TheBiggest Scam of Modern Times Global warming is the steady increase in the Earth’s average surface temperature. There are two sides of this story. Some people believe that global warming is caused by natural components in the environment and not man-made production of carbon dioxide, while the others believe that it is caused by man-made production of carbon dioxide and not by natural components in the environment. Global warming is due to the increased level in temperature of

Artificial Intelligence Of Medicine ( Aim ) - 1571 Words

3.1 Artificial Intelligence in Medicine Artificial intelligence in Medicine (AIM) [‎18,‎19] frameworks are expected to help healthcare laborers in the typical course of their obligations, supporting assignments that depend on the control of data and information. An AI framework could keep running inside an electronic therapeutic record system, and alarm a clinician when it identifies a contraindication to an arranged treatment. It could likewise alarm the clinician when it distinguishes situations in clinical information that recommend recognizable changes in a patient s state. Beside, processes that require inferring upon medicinal information, AI frameworks likewise have an altogether different part to play during the time spent in scientific examination. Specifically, AI frameworks have the ability to learn; hence they prompt the disclosure of new Phenotypes and create medicinal knowledge. For instance, AI framework can be utilized to investigate a lot of data, searching for complex relationships inside it that propose sudden correlations. Similarly, with a sufficient model of existing medicinal information, an AI framework can be utilized to show how another arrangement of empirical observations contrast with the current hypotheses. Knowledge-based systems are the most widespread kind of AIM framework in classical clinical use. They contain medicinal knowledge, around a particularly characterized errand, and can prevail upon information from individual patients toShow MoreRelatedA Research On Artificial Intelligence1338 Words   |  6 Pagesand act in a human-like way. Artificial Intelligence has many uses across many fields, especially in the field of Medicine. Early on in the field, many scientists and doctors believed that robots controlled by sophisticated AI would be able to surpass clinicians. â€Å"With such motivations, a small but talented community of computer scientists and healthcare professionals set about shaping a research program for a new discipline called Artificial Intelligence in Medicine (AIM). These researchers had a boldRead MoreThe Benefits of Artifical Intelligence (AI)994 Words   |  4 PagesAs said by Hussein H. Owaied â€Å"Artificial Intelligence (AI) is the study and research f or locating relationships between psychology and computation theories in order to represent these relationships as either data structures, problem solving strategies or representation forms for knowledge and the final goal of AI is to build an intelligent machine, with another benefit which is better understanding of human thinking†. (Owaied, H. M. (2012, March). Other technologies could perform practical characteristicsRead MoreThe Development Of Mass Spectra On Organic Chemical Computers821 Words   |  4 Pagespower of object-oriented programming and of icon-oriented interfaces by developing the Small talk language. The next improvement in the AI field was made in the late-70s, the Stanford University Medical EXperimental computer for Artificial Intelligence in Medicine (SUMEX-AIM) resource was led by Ed Feigenbaum and Joshua Lederberg and demonstrated the use of Advanced Research Projects Agency Network (ARPAnet) for scientific collaboration. In 1979, â€Å"Jack Myers an d Harry Pople at University of PittsburghRead MoreRationalism vs. Irrationalism1607 Words   |  7 Pagesrationalistic perspecive we observe the mind as active, the emotions passive, and the notion that no material thing can cause an nonmaterial idea; however from the viewpoint of irrationality I will prove that: 1) Emotion is in fact not passive and 2) Intelligence can be created materially. Before going into detail on irrationalism I wish to explore the rationalistic perspective. The rationalist tends to believe in the existence of truths that could not be discovered through the senses alone,Read MoreManagement Information System Case Study1251 Words   |  6 PagesQuestion: 1. In the case study, we referred to the systems being developed and used as decision support systems. However, we also identified various artificial intelligence (AI) technologies. How can a decision support system incorporate and use AI technologies such as pattern recognition? Answer: ARTIFICIAL INTELLIGENCE (AI) tools and techniques can aid in the diagnosis of disease states and assessment of treatment outcomes, so AI can be used by a decision support system as pattern recognitionRead MoreManagement Information System Case Study1262 Words   |  6 PagesQuestion: 1. In the case study, we referred to the systems being developed and used as decision support systems. However, we also identified various artificial intelligence (AI) technologies. How can a decision support system incorporate and use AI technologies such as pattern recognition? Answer: ARTIFICIAL INTELLIGENCE (AI) tools and techniques can aid in the diagnosis of disease states and assessment of treatment outcomes, so AI can be used by a decision support system as pattern recognition toRead MoreThe Effects Of Artificial Intelligence On Medical Information On Patient s Privacy1463 Words   |  6 Pagesbeen trying to apply technology in medicine. This seems to have been successful if we consider intelligent computers, which have the ability to store huge amount of information and also assisting medical personnel in various tasks such as diagnosis [1]. Artificial intelligence in medicine has greatly revolutionized this discipline but this benefit is accompanied with certain setbacks. This paper will, therefore, reflect on the impact of using artificial intelligence to analyze medical information onRead MoreThe Is The Best For The Human Condition996 Words   |  4 PagesFor years, scientists and transhumanists have conceptualized and cultivated ways and processes whic h they believe are beneficial to human life. Transhumanists want the best for the human condition by improvements of medical technology, economics, medicine, culture, and mental capacities. There are copious amounts of prototypes and ideas that are currently pushing the movement forward and giving hope to those involved. Though naysayers hold the opinion that transhumanism will separate humans into twoRead MoreAssessment Of The Database Architecture And Design Of Various Clinical Information Systems1680 Words   |  7 Pages1 INTRODUCTION The aim of this report is to present information about assessment of the database architecture and design of various clinical information systems like administrative system, clinical decision making system, electronic health record and computer based health record system, nursing system, ancillary service system, patient numbering systems at master and enterprise level. The assessment will be based on the health and hospital system that includes around 1800 bed hospital and 30 communityRead MoreThe Future of Computer Science Essay946 Words   |  4 Pagesinternational qualifications, enabling people to work globally, and in a very broad variety of roles. There is steady growth in demand for technically adept and flexible IT graduates. Declining student enrollment, while growth continues in law, medicine, biology, economics, and business; the decline among women is particularly alarming (Klawe and Shneiderman 27). Computer science is now a part of everyone’s daily life through the innovations and technologies it enables. From transforming health

Computers Are Replacing More and More Jobs Free Essays

Living today in the most advanced age of technologies, humans have benefited from computers. We cannot deny the fact that computers play a crucial role in the various aspects of our lives. We get a lot of help from computers and believe that computers could make people’s lives and jobs easier. We will write a custom essay sample on Computers Are Replacing More and More Jobs or any similar topic only for you Order Now But on the other hand, we forget the other fact that computers would eliminate jobs too. For example, Manufacture of all kinds of office products the computer easily does, like typewriter, adding machine, photocopier or even CD player, DVD player, and radio. In publishing, a lot of jobs are gone, many in layout and production, since computers do layout and design faster and more accurately. Even in hotel and travel industry, there have been significant losses in administration in hotels because of significant advances in the way people book and check in. Nowadays, most bookings for hotels are made through websites instead of phoning up and having your name written in a book. Additionally, management and running of a hotel can now be done all by one person. One person can have a computer with powerful hotel management software on it which can control all functions of a hotel and allocate when and where people will arrive. Moreover, as computers take over people’s jobs, social and economical problems increase. Lack of human interactions can cause social problems. People can do banking and shopping without contacting people. It will bring less bondage between people and less respect for human beings. Furthermore, there are economical problems. Even though low payment job positions disappear quickly, high payment job positions, such as high technology based job positions, are increased. The gap between these two groups will become wider. The economical unbalance can cause a lot of economical problems as well as social problems. How to cite Computers Are Replacing More and More Jobs, Papers

Weka A Machine Learning Workbench

Questions: Task 1 In WEKA load the data setDIABETES.arff. Perform rule classification using the following methods JRip Ridor For each method produce a summary of the rules produced and comment on the accuracy of the method. Task2 In WEKA load the data set supermarket.arff. Perform association rule learning using the following methods Apriori FPGrowth For each method produce a summary of the rules produced and comment on the accuracy of the method. Task3 In WEKA load the data set breat-cancer.arff. PerformBayesian classification using the following methods AODE BayesNet For each method produce a summaryof the classificationproduced and comment on the accuracy of the method. Answers: Task 1 Diabetes.arff contains points of interest of Pima Indians Diabetes Database gathered by National Institute of Diabetes and Digestive and Kidney Diseases All patients here are females of no less than 21 years of age of Pima Indian legacy. The quantities of Instances are 768 with 9 qualities Number of times pregnant Plasma glucose focus a 2 hours in an oral glucose resilience test Diastolic circulatory strain (mm Hg) Triceps skin fold thickness (mm) 2-Hour serum insulin (mu U/ml) Body mass record (weight in kg/(stature in m)^2) Diabetes family work Age (years) Class variable (0 or 1) Class qualities are 1 then it is tried positive for diabetes and 0 for negative. This is a two-class issue with class esteem 1 being deciphered as "tried positive for diabetes". There are 500examples of class 1 and 268 of class 2. Weka classifier tenets uses a propositional principle learner, which is Repeated Incremental Pruning to Produce Error Reduction (RIPPER), which was proposed by William W. Cohen as a streamlined rendition of IREP. It is situated in affiliation rules with lessened blunder pruning (REP), an exceptionally regular and compelling strategy found in choice tree calculations. In REP for principles calculations, the preparation information is part into a developing set and a pruning set. Initially, an introductory tenet set is framed that over its the developing set, utilizing some heuristic system. This overlarge standard set is then more than once streamlined by applying one of a set of pruning administrators run of the mill pruning administrators would be to erase any single condition or any single principle. At each one phase of improvement, the pruning administrator picked is the particular case that yields the best lessening of slip on the pruning set. Rearrangements closes when applying any pruning administrator would expand lapse on the pruning set. Rehashed Incremental Pruning to Produce Error Reduction (RIPPER) is one of the fundamental and most mainstream calculations. Classes are analyzed in expanding size and a starting set of tenets for the class is created utilizing incremental decreased lapse pruning. In this study, we assessed RIPPER through JRip, a usage of RIPPER in WEKA with the parameters: folds = 10; minNo = 2; enhancements = 2; seed = 1; usePruning = genuine. JRip is moderate classifier with 96.5% exactness. Ridor: It produces a default administer first and after that the exemptions for the default standard with the slightest (weighted) slip rate. At that point it creates the "best" exemptions for every exemption and emphasizes until unadulterated. In this way it performs a tree-like extension of exceptions.The special cases are a situated of tenets that anticipate classes other than the default. IREP is utilized to produce the special cases. Swell down Rules produce models which are simpler to keep up and overhaul than different choices Task 2 à ¢Ã¢â€š ¬Ã¢â‚¬ ¹Apriori Association rule: Apriori is a count for customary thing set mining and association principle adjusting over worth based databases. It pushes forward by recognizing the perpetual individual things in the database and extending them to greater and greater thing sets the length of those thing sets show up sufficiently oftentimes in the database. The unremitting thing sets directed by Apriori can be used to center association rules which highlight general examples in the database. Supermarket.arff this information set portrays the shopping propensities for market clients. A large portion of the qualities stand for one specific thing gathering. The quality is't' if the client had purchased a thing out of a thing range and missing generally. There is one example every client. The information set contains no class quality, as this is not needed for learning affiliation rules. Load the information set "supermarket.arff" and change into the Associate Panel. Select "Apriori" as associator. In the wake of pressing begin Apriori begins to fabricate its model and composes its yield into the yield field. The main piece of the yield ('Run data') depicts the choice that have been set and the information set utilized. Affiliation principles are fundamentally planned to backing exploratory information examination. Use Apriori to create standards and utilization them to say something in regards to the shopping propensities for grocery store clients. The information contains 4,627 occurrences and 217 qualities. The information is denormalized. Each one trait is double and either has a quality ("t" for genuine) or no worth ("?" for missing). There is an ostensible class quality called "aggregate" that shows whether the exchange was short of what $100 (low) or more noteworthy than $100 (high). Output To Apriori The output for Apriori association rule for super market is The rules discovered where: biscuits=t frozen foods=t fruit=t total=high 788 == bread and cake=t 723 conf:(0.92) baking needs=t biscuits=t fruit=t total=high 760 == bread and cake=t 696 conf:(0.92) baking needs=t frozen foods=t fruit=t total=high 770 == bread and cake=t 705 conf:(0.92) biscuits=t fruit=t vegetables=t total=high 815 == bread and cake=t 746 conf:(0.92) party snack foods=t fruit=t total=high 854 == bread and cake=t 779 conf:(0.91) biscuits=t frozen foods=t vegetables=t total=high 797 == bread and cake=t 725 conf:(0.91) baking needs=t biscuits=t vegetables=t total=high 772 == bread and cake=t 701 conf:(0.91) biscuits=t fruit=t total=high 954 == bread and cake=t 866 conf:(0.91) frozen foods=t fruit=t vegetables=t total=high 834 == bread and cake=t 757 conf:(0.91) frozen foods=t fruit=t total=high 969 == bread and cake=t 877conf:(0.91) Standards are displayed in precursor = resulting arrangement. The number connected with the predecessor is irrefutably the scope in the dataset (for this situation a number out of a conceivable aggregate of 4,627). The number by the subsequent is indisputably the quantity of occurrences that match the forerunner and the resulting. The number in sections on the end is the backing for the tenet (number of precursor partitioned by the quantity of matching consequents). You can see that a cutoff of 91% was utilized as a part of selecting principles, specified in the "Associator yield" window and demonstrated in that no tenet has scope under 0.91. Few key perceptions: We can see that all introduced standards have a resulting of "bread and cake". All introduced standards demonstrate a high aggregate exchange sum. "rolls" a "solidified nourishments" show up in a number of the introduce. FP Growth In essential words, this figuring goes about as takes after: first it packs the information database making a FP-tree event to address progressive things. After the first step, it disengages the layered database into a set of prohibitive databases, everybody associated with one constant sample. Finally, every such database is mined autonomously. Using this system, the FP-Growth reduces the journey costs scanning. Apriori, visits each trade when creating an alternate candidate sets; FP-Growth does not can use data s things; Apriori makes contender sets FP-Growth uses more confounded data structures mining Method Task 3 Breast cancer data set Breast disease information set has 699 cases with 10 characteristics. The class conveyance is encircled as Benign and dangerous. There are 1 ward variable and 9 free variables. The qualities for the free variables ranges from 1 - 10 and for class variable 2 for Benign and 4 for dangerous tumor. The base conceivable outcomes for an individual to get breast tumor are 1 and the most extreme potential outcomes are spoken to by the quality 10. Aode Arrived at the midpoint of one-reliance estimators (AODE) are a probabilistic order learning procedure. It was created to address the quality autonomy issue of the mainstream guileless Bayes classifier. It oftentimes creates considerably more exact classifiers than guileless Bayes at the expense of an unassuming increment in the measure of calculation. Bayes Net Results for: Naive Bayes === Run information === Scheme: weka.classifiers.bayes.NaiveBayes Relation: breast Instances: 683 Attributes: 10 Test mode: 10-fold cross-validation Time taken to build model: 0.08 seconds === Summary === Correctly Classified Instances 659 96.4861 % Incorrectly Classified Instances 24 3.5139 % Kappa statistic 0.9238 KB Relative Info Score 62650.9331 % KB Information Score 585.4063 bits 0.8571 bits/instance Class complexity | order 0 637.9242 bits 0.934 bits/instance Class complexity | scheme 1877.4218 bits 2.7488 bits/instance Complexity improvement (Sf) -1239.4976 bits -1.8148 bits/instance Mean absolute error 0.0362 Root mean squared error 0.1869 Relative absolute error 7.9508 % Root relative squared error 39.192 % Total Number of Instances 683 Kappa measurement is utilized to survey the exactness of any specific measuring cases, it is normal to recognize the unwavering quality of the information gathered and their legitimacy. The normal Kappa score from the Bayes Net calculation is around 0.6-0.7. References: Ian H. Witten; Eibe Frank; Mark A. Hall (2011). "Data Mining: Practical machine learning tools and techniques, 3rd Edition" . Morgan Kaufmann, San Francisco. Retrieved 2011-01-19.Holmes; A. Donkin and I.H. Witten (1994)."Weka: A machine learning workbench" . Proc Second Australia and New Zealand Conference on Intelligent Information Systems, Brisbane, Australia. Retrieved 2007-06-25. R. Garner; S.J. Cunningham, G. Holmes, C.G. Nevill-Manning, and I.H. Witten (1995)."Applying a machine learning workbench: Experience with agricultural databases" . Proc Machine Learning in Practice Workshop, Machine Learning Conference, Tahoe City, CA, USA. pp. 1421. Retrieved 2007-06-25. Reutemann; B. Pfahringer and E. Frank (2004)."Proper: A Toolbox for Learning from Relational Data with Propositional and Multi-Instance Learners" . 17th Australian Joint Conference on Artificial Intelligence (AI2004). Springer-Verlag. Retrieved 2007-06-25. "weka - How do I use the package manager?". Retrieved 20 Septem ber 2014. Ian H. Witten; Eibe Frank; Len Trigg; Mark Hall; Geoffrey Holmes; Sally Jo Cunningham (1999)."Weka: Practical Machine Learning Tools and Techniques with Java Implementations" . Proceedings of the ICONIP/ANZIIS/ANNES'99 Workshop on Emerging Knowledge Engineering and Connectionist-Based Information Systems. pp. 192196. Retrieved 2007-06-26.