A SURVEY ON DIFFERENT MACHINE LEARNING ALGORITHMS AND WEAK CLASSIFIERS BASED ON KDD AND NSL-KDD DATASETS
نویسندگان
چکیده
منابع مشابه
KDD Techniques: A survey
Knowledge discovery in database (KDD) emerged as an efficient solution to assist user in extracting information and knowledge from rapidly growing data. KDD is composed of with the development of methods and techniques for converting data to information to knowledge. There are many different approaches that are classified as KDD techniques. Statistical techniques, probabilistic techniques, clas...
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there has been a gradual shift of focus from the study of rule systems, which have increasingly been regarded as impoverished, … to the study of systems of principles, which appear to occupy a much more central position in determining the character and variety of possible human languages. there is a set of absolute universals, notions and principles existing in ug which do not vary from one ...
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A large set of machine learning and pattern classification algorithms trained and tested on KDD intrusion detection data set failed to identify most of the user-toroot and remote-to-local attacks, as reported by many researchers in the literature. In light of this observation, this paper aims to expose the deficiencies and limitations of the KDD data set to argue that this data set should not b...
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These days, network traffic is increasing due to the increasing use of smart devices and the Internet. Amount of the intrusion detection studies focused on feature selection or reduction because some of the features are irrelevant and redundant which results lengthy detection process and degrades the performance of an intrusion detection system (IDS). The purpose of this study is to identify im...
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The quest to find models usefully characterizing data is a process central to the scientific method and has been carried out on many fronts. Researchers from an expanding number of fields have designed algorithms to discover rules or equations that capture key relationships between variables in a database. Some modern heuristic modeling approaches seem to have gained in popularity partly as a w...
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ژورنال
عنوان ژورنال: International Journal of Artificial Intelligence & Applications
سال: 2019
ISSN: 0976-2191,0975-900X
DOI: 10.5121/ijaia.2019.10301