Puri Dinesh Dagadu

EDUCATION

PHD in Computer Engineering

RESEARCH, TEACHING, or OTHER INTERESTS

Computer Engineering, Artificial Intelligence, Computational Theory and Mathematics, Information Systems

Scopus Publications

EFFECTIVE DATA ALIGNMENT AND KEY EXTRACTION TECHNIQUES FOR GENERATION OF REGULAR EXPRESSIONS USING MACHINE LEARNING TECHNIQUES




Generation of regular expressions for large clinical dataset using nlp and machine learning techniques
Dinesh Dagadu Puri and Dr. Girish Kumar Patnaik
ENGG Journals Publications
Machine learning supervised classification plays major role in large text classification. In health care data it contributes since couple of years for generating the privacy and security. Such kind of electric records might take large data on storage devices, so it needs to optimize with some processing techniques. The Natural Language Processing (NLP) features to represent text as a vector appropriate for use in machine learning algorithms. To describe text as just a vector suitable for use in machine learning algorithms, text classification techniques frequently rely on dictionary counters including bag-of-words as well NLP techniques. As an alternative feature set, editable search queries are proposed in this work. The suggested model utilizes the Smith Waterman (SW) optimization created by Pair wise alignment to create a set of pattern matching characteristics based on labeled textual information or to train a later part classifier. The Naive Bayes (NB) supervised learning algorithm has used for classification. While a correlation of the special groups and traditional text characteristics shows that a classification algorithm does not make better decisions utilizing generated features, the produced factors can catch patterns that cannot be identified with collective expertise. As a result, it is significantly boost a classifier that combines conventional methods for generated characteristics. In the experimental analysis we evaluate the proposed system results with various existing systems that our system demonstrates effective results than traditional approaches.


Distributed Hierarchical Control Plane of Software Defined Networking
Prashant D. Bhole and Dinesh D. Puri
IEEE
Single controller implementation of SDN has many problems related to single points of failure, computational complexity growth, reliability and scalability. To solve these problems, multi-controller implementation of Software Defined Network has been introduced. Multiple controller implementation of the SDN control plane for large networks environment solves the scalability and reliability issues introduced by the centralized controller of the SDN. However, there are still open research topics related to controllers placement. Work has been done in placement of controllers and making solution to earlier problem like single point of failure and computational complexity growth. Distributed hierarchical control plane architecture of SDN using multiple controllers of large-scale networks is presented. Simulation result shows that hierarchical architecture solved many problems those were arising earlier in single controller architecture. Distributed hierarchical architecture does not have single point failure problems. Proposed architecture effectively reduces the computational complexity growth of SDN control plane from super-linear to linear.

RECENT SCHOLAR PUBLICATIONS

Regular Expression-Based Text Classification Using mSVM and Machine Learning Techniques
DD Puri, GK Patnaik
Smart Data Intelligence: Proceedings of ICSMDI 2022, 199-210 2022



Generation of Regular Expression from Aligned Sequences of Text Snippets
ADW Dr. Girishkumar Patnaik, Dinesh D. Puri
The Cincia & Engenharia - Science & Engineering Journal 11 (1), 1376-1385 2022



Review on spam detection in OSN using integrated approach
B Toke, D Puri
International Research Journal of Engineering and Technology 3 (5) 2016



Distributed hierarchical control plane of software defined networking
PD Bhole, DD Puri
2015 International Conference on Computational Intelligence and 2015



Anomaly Detection & Prevention by Using Users Fingerprints
AVD Nitin Y. Suryavanshi , Dinesh D. Puri
International Journal of Advanced Research in Computer Engineering 2013



survey of various face detection algorithm
DDPSBJ Patil
IJIRS 2 (11), 11 2013



Javaspace Implementation
DDPADNY Suryavanshi
International Journal of Innovations in Engineering and Technology (IJIET) 3 2013



User Navigation Pattern Prediction from Web Log Data: A Survey
VS Dhande, DD Puri




Generation of Regular Expressions for Large Clinical Dataset using NLP and Machine Learning Techniques
MDD Puri, G Patnaik




Javaspace Implementation
DD Puri, AV Dusane, NY Suryawanshi

MOST CITED SCHOLAR PUBLICATIONS

Distributed hierarchical control plane of software defined networking
PD Bhole, DD Puri
2015 International Conference on Computational Intelligence and 2015
Citations: 24



Review on spam detection in OSN using integrated approach
B Toke, D Puri
International Research Journal of Engineering and Technology 3 (5) 2016
Citations: 2