ANONYMOUS WEBSITE USER IDENTIFICATION BASED ON COMBINED FEATURE SET (WRITING STYLE AND TECHNICAL FEATURES)
Annotation
The task of anonymous web users identification becomes more and more important research task. The number of users is increased dramatically and usage of the Internet for criminal purposes (such as anonymous threats and extremist statements) becomes more frequent. Existing approaches and algorithms for identifying anonymous users are not enough efficient. In the context of this work, user identification means recognizing of an anonymous user on the Internet. Identification is performed by correlating the set of anonymous user features with stored in the database features collected previously. Feature set of the user consists of technical features (IP- address, OS version, etc.) and writing-style features of the user (for short texts in the Russian language). We compared the discriminating power of three feature sets (technical, writing-style and combined) and of three classification methods (Support Vector Machines, neural networks, logistic regression). Results of the experiment showed that the usage of combined feature set (writing-style and technical features) improves the identification accuracy of an anonymous user of the Internet.
Keywords
Постоянный URL
Articles in current issue
- PLASMON SOLITONS, KINKS AND FARADAY WAVES IN TWO-DIMENSIONAL LATTICE OF METAL NANOPARTICLES
- STUDY OF CHARACTERISTICS OF SPECTRAL INTERFERENCE SIGNALS IN THE NEAR INFRARED SPECTRAL RANGE
- LOGIC WITH EXCEPTION ON THE ALGEBRA OF FOURIER-DUAL OPERATIONS: NEURAL NET MECHANISM OF COGNITIVE DISSONANCE REDUCING
- EXTRACTION OF MATERIAL PARAMETERS FOR PLASMON MULTILAYER FROM REFLECTION AND TRANSMISSION COEFFICIENTS
- ANALYSIS METHOD OF ANISOTROPIC LIGHTGUIDE h -PARAMETER DEPENDENCE ON ITS BENDING RADIUS
- PROCESS METHODS WITH LOW LEVEL OF OPTICAL LOSSES FOR THE MICROSTRUCTURED FIBER LIGHT GUIDES
- MULTI-ZONE ANTIREFLECTION COATING ON A SUBSTRATE MADE OF OPTICAL ZINC SULPHIDE
- STRUCTURE CONTROL FOR DIFFERENT TYPES OF PAPER BY ATOMIC FORCE MICROSCOPY
- ENERGY-SAVING TECHNOLOGY OF CHEMICAL AGENTS MELTING BY LIGHT RADIATION
- TECHNOLOGICAL IMPERFECTIONS OF FORCE ROD GEOMETRICAL PARAMETERS FOR PANDA OPTICAL FIBERS PRODUCTION
- VERIFICATION OF PARALLEL AUTOMATA-BASED PROGRAMS
- DATA ANALYSIS BY SQL-MAPREDUCE PLATFORM
- ON THE EFFECT OF ADAPTIVE USER INTERFACES ON RELIABILITY AND EFFICIENCY OF THE AUTOMATED SYSTEMS
- TASKS MAPPING METHOD FOR COARSE GRAIN RECONFIGURABLE SYSTEMS
- IRI-2012 MODEL ADAPTABILITY ESTIMATION FOR AUTOMATED PROCESSING OF VERTICAL SOUNDING IONOGRAMS
- ACCURACY EVALUATION OF THE OBJECT LOCATION VISUALIZATION FOR GEO-INFORMATION AND DISPLAY SYSTEMS OF MANNED AIRCRAFTS NAVIGATION COMPLEXES
- DETECTION OF BACTERIA IN FOODSTUFF BY MACHINE LEARNING METHODS
- DOCUMENT REPRESENTATION FOR CLUSTERING OF SCIENTIFIC ABSTRACTS
- USAGE OF BC7 CONTAINER FOR STORING TEXTURES WITH 10-BIT COLOR DEPTH
- PRELIMINARY AND SUBSEQUENT FILTERING OF NOISE IN IMAGE RESTORATION ALGORITHMS
- RELIABILITY ESTIMATION FOR SCREEN REPRODUCTION OF SATURATED PIGMENTS
- OPERATIONAL CHARACTERISTICS OF INFORMATION SYSTEM SECURITY THREATS RISK
- CALCULATION METHODS FOR IRRADIANCE COEFFICIENTS OF CYLINDRICAL SPACE OBJECT BY THE EARTH RADIATION
- OFF-LINE INTERACTION OF THE NONLINEAR DYNAMIC SYSTEMS
- MODERN STATE AND DEVELOPMENT PROSPECTS OF THE BASIC CONCEPTS IN THE FIELD OF MECHATRONICS
- APPLICATION EXPERIENCE AND PROSPECTS OF DIAMOND MICRO-TURNING TECHNOLOGY
- STRAIGHT COGS FORMATION FEATURES FOR CYLINDRICAL SPUR GEARS BY STEPPED GEAR-SHAPED CUTTER
- TEMPERATURE DEPENDENCE CONSIDERATION ISSUE FOR COEFFICIENT OF VOLUMETRIC HEAT CAPACITY IN SIMULATION OF LASER-ARC PAD WELD PROCESS
- METHODS OF TEMPERATURE FIELD MODELING FOR CONTACTLESS LASER DEFORMATION OF A PLATE
- DETACHED-EDDY SIMULATION OF TURBULENT AIRFLOW
- MARKET-MAKING STRATEGY IN THE SYSTEM OF ALGORITHMIC HIGH-FREQUENCY TRADING
- FROM TRADITIONAL DISTANCE LEARNING TO MASS ONLINE OPEN COURSES
- ОБРАТИМАЯ ФОТОДЕСТРУКЦИЯ НАНОЧАСТИЦ СЕРЕБРА В ФОТО-ТЕРМО-РЕФРАКТИВНЫХ СТЕКЛАХ
- EQUATIONS OF RADIATION TRANSFER IN INFRARED TOMOGRAPHY IN THE CASE OF ACTIVE-PASSIVE DIAGNOSIS AND SWEEPING SCANNING
- REAL TIME REGISTRATION OF THE ELECTROPHYSIOLOGICAL SIGNALS SPECTRA