scholarly journals Analyzing and Predicting User Navigation Pattern from Weblogs using Modified Classification Algorithm

Author(s):  
P.G. OM Prakash ◽  
A. Jaya

<p>A Weblogs contains the history of User Navigation Pattern while user accessing the websites. The user navigation pattern can be analyzed based on the previous user navigation that is stored in weblog. The weblog comprises of various entries like IP address, status code and number of bytes transferred, categories and time stamp. The user interest can be classified based on categories and attributes and it is helpful in identifying user behavior. The aim of the research is to identifying the interested user behavior and not interested user behavior based on classification. The process of identifying user interest, it consists of Modified Span Algorithm and Personalization Algorithm based on the classification algorithm user prediction can be analyzed. The research work explores to analyze user prediction behavior based on user personalization that is captured from weblogs. </p>

Author(s):  
Om Prakash P. G. ◽  
Jaya A. ◽  
Ananthakumaran S. ◽  
Ganesh G.

<p class="Abstract"><span id="docs-internal-guid-f3d644ee-7fff-d3c1-15b5-f75fe28d3e2d"><span>A weblog contains the history of previous user navigation pattern. If the customer accesses any portal of organization website, the log is generated in web server, based on sequence of user transaction. The weblog stored in the web server as unstructured format, it contains both positive and negative responses i.e. successful and unsuccessful responses, identifying the positive and negative response is not useful for identifying user behavior of individual user. Initially the successful response is taken, from that conversion of unstructured log format to structured log format through data preprocessing technique. The process of data preprocessor contains three step process data cleaning, user identification and session identification. The pattern is discovered by preprocessing technique from that user navigation pattern is generated. From that navigation pattern classifier technique is applied, the conversion of sequence pattern to sub sequence pattern by clustering technique. This research is to identify the user navigation pattern from weblog. The Improved Spanning classification algorithm classifies the frequent, infrequent and semi frequent pattern. To identify the optimal webpage using classificatopn algorithm from thet user behavior is identified.</span></span></p>


Author(s):  
Hua Wu ◽  
Qiuyan Wu ◽  
Guang Cheng ◽  
Shuyi Guo ◽  
Xiaoyan Hu ◽  
...  
Keyword(s):  

Author(s):  
Jozef Kapusta ◽  
Michal Munk ◽  
Dominik Halvoník ◽  
Martin Drlík

If we are talking about user behavior analytics, we have to understand what the main source of valuable information is. One of these sources is definitely a web server. There are multiple places where we can extract the necessary data. The most common ways are to search for these data in access log, error log, custom log files of web server, proxy server log file, web browser log, browser cookies etc. A web server log is in its default form known as a Common Log File (W3C, 1995) and keeps information about IP address; date and time of visit; ac-cessed and referenced resource. There are standardized methodologies which contain several steps leading to extract new knowledge from provided data. Usu-ally, the first step is in each one of them to identify users, users’ sessions, page views, and clickstreams. This process is called pre-processing. Main goal of this stage is to receive unprocessed web server log file as input and after processing outputs meaningful representations which can be used in next phase. In this pa-per, we describe in detail user session identification which can be considered as most important part of data pre-processing. Our paper aims to compare the us-er/session identification using the STT with the identification of user/session us-ing cookies. This comparison was performed concerning the quality of the se-quential rules generated, i.e., a comparison was made regarding generation useful, trivial and inexplicable rules.


2020 ◽  
Vol 2020 (12-1) ◽  
pp. 150-167
Author(s):  
Alexey Grishchenko

The article tells about the life path and research work of the Don agricultural historian P.G. Chernopitsky. The stages of scientific creativity are determined, the main scientific works in the context of the era are considered, its position on the debatable problems of the Don and North Caucasus history, in particular, on the essence and stages of decossackization is determined. The contribution of P. G. Chernopitsky to the study of the socio -economic history of the Soviet pre -collective farm village, collectivization, the famine of 1932-1933 in the North Caucasus, the history of the Don Cossacks in the Soviet period is demonstrated. Relations with colleagues at Rostov State University are highlighted.


2021 ◽  
Vol 02 (09) ◽  
pp. 8-14
Author(s):  
Aziza Komilovna Akhmedova ◽  

The article analyzes the results of the research on the representation of the aesthetic ideal through the image of the ideal hero in two national literatures. For research purposes, attention was paid to highlighting the category of the ideal hero as an expression of the author's aesthetic views. In Sinclair Lewis’s “Arrowsmith” and Pirimkul Kodirov's “The Three Roots”, the protagonists artistically reflect the authors' views on truth, virtue, and beauty. In these novels, professional ethics is described as a high noble value. The scientific novelty of the research work includes the following: in the evolution of western and eastern poetic thought, in the context of the novel genre, the skill, common and distinctive aspects of the creation of an ideal hero were revealed by synthesis of effective methods in world science with literary criteria in the history of eastern and western literary studies, in the example of Sinclair Lewis and Pirimkul Kodirov.


2021 ◽  
Author(s):  
Yixiao Li ◽  
Tianguang Lv ◽  
Xin Zhao ◽  
Jiyan Liu ◽  
Wenjie Ju ◽  
...  

Istoriya ◽  
2021 ◽  
Vol 12 (6 (104)) ◽  
pp. 0
Author(s):  
Ekaterina Kirillova

Source study is the foundation of the research work of professional historians. It became the subject of the All-Russian Scientific Conference “Source Studies in Contemporary Medieval Studies”, which was held from 28 to 29 June 2021 at the Institute of World History at the Russian Academy of Sciences. The conference, conceived as a platform for regular communication of specialists in the history of the Middle Ages, allowed the participants and numerous listeners to get acquainted with the latest research on the source study of the history of Russia, Europe, the East and America. It included reports summarizing the experience of research and outlining the prospects for further work on key problems of source study of the history of the Middle Ages.


2021 ◽  
Vol 1 (1) ◽  
pp. 146-152
Author(s):  
Almaz Ulvi Bi̇nnatova ◽  

The research work named “From the history of scientific-theoretical research of Alisher Navoi’s heritage (on the pages of Azerbaijani literature and literary criticism)” was grouped in several directions. In the systematic research within the sections named - 1. “The influence of Alisher Navoiy’s creativity on Azerbaijani literature”, 2. “The influence of Azerbaijani literature on the creativity of Alisher Navoiy”, 3. “Studying of Alisher Navoiy’s legacy in Azerbaijani literary studies


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