By Florez G., Bridges S.M., Vaughn R.B.
We have now been utilizing fuzzy facts mining ideas to extract styles that symbolize basic habit for intrusion detection. during this paper we describe various adjustments that we've got made to the knowledge mining algorithms on the way to increase accuracy and potency. We use units of fuzzy organization ideas which are mined from community audit facts as versions of "normal habit. To realize anomalous habit, wegenerate fuzzy organization ideas from new audit information and compute the similarity with units mined from "normal" info. If the similarity values are under a threshold price, an alarm isissued. during this paper we describe an set of rules for computing fuzzy organization ideas in keeping with Borgelt's prefix timber, transformations to the computation of help and self belief offuzzy ideas, a brand new procedure for computing the similarity of 2 fuzzy rule units, and have choice and optimization with genetic algorithms. Experimental effects display that we will be able to in achieving higher working time and accuracy with those ameliorations.
Read or Download An Improved Algorithm for Fuzzy Data Mining for Intrusion Detection PDF
Similar algorithms and data structures books
This publication constitutes the refereed court cases of the sixth Scandinavian Workshop on set of rules idea, SWAT'98, held in Stockholm, Sweden, in July 1998. the amount offers 28 revised complete papers chosen from fifty six submissions; additionally incorporated are 3 invited contributions. The papers current unique examine on algorithms and information buildings in quite a few parts together with computational geometry, parallel and disbursed structures, graph concept, approximation, computational biology, queueing, Voronoi diagrams, and combinatorics in most cases.
This publication addresses the diversity photo registration challenge for automated 3D version development. the focal point is on acquiring hugely special alignments among diversified view pairs of a similar item to prevent 3D version distortions; unlike such a lot earlier paintings, the view pairs may perhaps express really little overlap and needn't be prealigned.
The purpose of this textbook is to provide an account of the speculation of computation. After introducing the concept that of a version of computation and proposing quite a few examples, the writer explores the restrictions of potent computation through easy recursion thought. Self-reference and different tools are brought as basic and simple instruments for developing and manipulating algorithms.
Extra info for An Improved Algorithm for Fuzzy Data Mining for Intrusion Detection
Some sensory data coming in are ignored, while others are processed into possibly useful information, and become part of the percept that moves forward. The recall associations returned from a possibly huge episodic memory, accumulated over sometimes extremely long time periods, are also the result of a filtering process, What’s wanted is information relevant to, and important for, the agent’s current situation, including its goals. Hopefully, that’s what comes out of this filtering process so far.
An autonomous agent is a suitable vehicle for learning , particularly for human-like learning ([9–11]). An Agent in Its Environment So the picture I’m going to propose as the beginning of a suggested ontology for AGI research is developed from that of an agent that senses its environment and acts on it, over time, in pursuit of its own agenda. In order to do all this, it must have built in sensors with which to sense, it must have effectors with which to act, and it must have primitive motivators (which I call drives), which motivate its actions.
Nevertheless, some definitions are clearly more concise, precise and general than others. Furthermore, it is clear that many of the definitions listed above are strongly related to each other and share many common features. If we scan through the definitions pulling out commonly occurring features we find that intelligence is: x A property that an individual agent has as it interacts with its environment or environments. x Related to the agent's ability to succeed or profit with respect to some goal or objective.