The intelligent optimization of AI/ML framework to Detect Network Abnormalities via Time Series Analysis Aruna Sri Rongali, K. Jagannayaki, Paramita Sarkar, Sumedh Vithalrao Dhole, Ch. Mohan Sai Kumar, et al. 2024 15th International Conference on Computing Communication and Networking Technologies Icccnt 2024, 2024 This paper presents an intelligent optimization of the AI/ML framework to detect network anomalies via time collection analysis. The proposed framework entails leveraging an $\\mathrm{AI} / \\mathrm{ML}$ version to manner the time series facts and to identify community anomalies. Traditional methods of describing the information through time variety or histogram analysis are then improved by introducing a supervised schooling set of rules for higher accuracy. The methodology is similarly validated using a real-global dataset. The result of the preliminary analysis famous that the $\\mathrm{AI} / \\mathrm{ML}$ model trained with the proposed framework enables efficient detection of extraordinary network sports. The findings of this examination underscore the benefits of using AI/ML models for the timely detection of community anomalies. The painting affords an intelligent optimization of AI/ML frameworks to locate community abnormalities via time collection evaluation. The proposed framework is evolved through leveraging a hard and fast of features, consisting of topology, via graph-primarily based strategies, an excellent way to seize the worldwide behavior of the community and trigger alarms in case of ability network anomalies. The time series evaluation is then achieved to extract and model features from the monitored traffic information to discover patterns and insights, also used in labeling and predicting a suitable elegance for each traffic file. In the end, the AI/ML model skilled the use of the categorized statistics to locate any ability community abnormalities and cause alarms to inform of such unusual behavior. The proposed framework, as a result, presents an automated solution for network anomaly detection and acts as a powerful tool in mitigating security threats for businesses and companies that rely heavily on their community infrastructure…
The Approach of Digital Marketing is Being Revolutionized by Machine Learning Possibilities K. Jagannayaki, Mantha Srinivas, K.Sharath Babu, Naveen Kumar Butta, Sayyad Saadiq Ali 2023 International Conference on Computer Communication and Informatics Iccci 2023, 2023 As a result of changing customer behaviour, the proliferation of data, and the ongoing evolution of DM, marketers are sometimes forced to wade through massive amounts of data that might not even provide them with the overall picture they really ought to make impactful business choices. Eighty-four percent of marketing businesses are introducing or increasing their usage of ML in 2018 [1] following the transformation of ML algorithms in other real-world applications. It becomes simpler to accurately forecast and evaluate consumer behaviour. In our work, we first build a state of the art on the primary and most prevalent ML potentials in DM strategies, and we then demonstrate how ML technologies may be employed at a big scale for marketing by analysing extraordinarily huge data sets. They are able to better understand their target customers and maximise their contact with them because to the way that ML is incorporated into digital marketing methods.
RECENT SCHOLAR PUBLICATIONS
The Approach of Digital Marketing is Being Revolutionized by Machine Learning Possibilities K Jagannayaki, M Srinivas, KS Babu, NK Butta, SS Ali 2023 International Conference on Computer Communication and Informatics … , 2023 2023 Citations: 3
A STUDY ON “E-COMMERCE AS A PARADIGM SHIFT IN THE INDIAN TRADE” WITH SPECIAL REFERENCE TO AMAZON K Jagannayaki, T Varalakshmi, S Niharika The International journal of analytical and experimental modal analysis 14 … , 2022 2022
Digital Interface-A Paradigm Shift in Insurance Sector K Jagannayaki, T Varalakshmi Journal of Engineering Sciences 13 (08), 556-568 , 2022 2022
Implications of select Foreign Currencies on Derivatives Hedging K Jagannayaki, T Varalakshmi, AS Rakesh Journal of Engineering Sciences 13 (8), 336-352 , 2022 2022
A STUDY ON ROLE OF AMC IN INVESTMENT DECISIONS K Jagannayaki, T Varalakshmi, G Chandra Shekar Journal of Engineering Sciences 13 (8), 371-380 , 2022 2022
A Study on Employee Motivation in the Indian Banking Sector K Jagannayaki, M Srinivas, MA Reddy THE INSTITUTE OF COST ACCOUNTANTS OF INDIA, 21 , 2022 2022
Is Social Entrepreneurship – A Barrier in India K Jagannayaki, S Siva Shankar Rao, M Radhika ICSSR Sponsored Two-day National Seminar on ‘Social Innovation … , 2022 2022
GLOBAL STRATEGIES FOR SUSTENANCE OF MICRO ENTERPRISESA TURNAROUND-GAME-CHALLENGE IN POST-COVID PERIOD K Jagannayaki, M Srinivas nternational Journal of Social Science & Economic Research 7 (2), 296-318 , 2022 2022
Social Justice and Contemporary Issues of Indian Women- A case Study K Jagannayaki, G Anoosha Reddy GIS SCIENCE Journal UGC-CARE APPROVED GROUP II JOURNAL ISSN No.1869-9391 8 … , 2021 2021
Impact of COVID-19 on E-Marketing Channels N Vanaja, K Jagannayaki NOLEGEIN-Journal of Advertising and Brand Management 4 (2), 19-23 , 2021 2021
A Skill Gap study of LMV Drivers in and around Hyderabad K Jagannayaki, M Srinivas International Journal of Economics and Management Studies 8 (1), 23-42 , 2021 2021
Glory of MSMEs in Growth of Indian Economy K Jagannayaki, M Srinivas NOLEGEIN-Journal of Financial Planning and Management 4 (2), 36-48 , 2021 2021
Impact of COVID-19 on E-Marketing Channels K Jagannayaki, N Vanaja NOLEGEIN-Journal of Advertising and Brand Management 4 (2), 19-23 , 2021 2021
“ALTMAN „Z‟ SCORE MODEL”-A TOOL FOR FINANCIAL DISTRESS K Jagannayaki, G Anoosha Reddy The International journal of analytical and experimental modal analysis 9 … , 2019 2019 Citations: 1
QUALITY OF WORK LIFE IN EDUCATIONAL INSTITUTIONS K Jagannayaki, M Akhila Reddy Journal of Interdisciplinary Cycle Research 11 (09), 107-117 , 2019 2019
ROLE OF WOMEN ENTREPRENEURS IN SOCIO-ECONOMIC DEVELOPMENT DK Jagannayaki, M Akhila Reddy International Journal of Advanced Scientific Technologies in Engineering and … , 2019 2019
Stress management among employees in IT Sector K Jagannayaki, M Akhila Reddy International Journal of Advanced Scientific Technologies ,Engineering and … , 2018 2018
The process and enforcement of enactment systems for Visakhapatnam steel plant employees as per the norms of industrial labour act. K Jagannayaki, P Ramesh IJIRMPS 6 (3), 1-12 , 2018 2018
US Stock Market vis-à-vis Indian Stock Market of Select IT Companies K Jagannayaki JNTUH SCHOOL OF MANAGEMENT STUDIES Kukatpally, Hyderabad - 500 085 … , 2016 2016
Role of Internal Auditing in The Changing Scenario K Jagannayaki, T Ramasubramanian ZENITH International Journal of Multidisciplinary Research 6 (7), 17-23 , 2016 2016
MOST CITED SCHOLAR PUBLICATIONS
The Approach of Digital Marketing is Being Revolutionized by Machine Learning Possibilities K Jagannayaki, M Srinivas, KS Babu, NK Butta, SS Ali 2023 International Conference on Computer Communication and Informatics … , 2023 2023 Citations: 3
“ALTMAN „Z‟ SCORE MODEL”-A TOOL FOR FINANCIAL DISTRESS K Jagannayaki, G Anoosha Reddy The International journal of analytical and experimental modal analysis 9 … , 2019 2019 Citations: 1
A STUDY ON “E-COMMERCE AS A PARADIGM SHIFT IN THE INDIAN TRADE” WITH SPECIAL REFERENCE TO AMAZON K Jagannayaki, T Varalakshmi, S Niharika The International journal of analytical and experimental modal analysis 14 … , 2022 2022
Digital Interface-A Paradigm Shift in Insurance Sector K Jagannayaki, T Varalakshmi Journal of Engineering Sciences 13 (08), 556-568 , 2022 2022
Implications of select Foreign Currencies on Derivatives Hedging K Jagannayaki, T Varalakshmi, AS Rakesh Journal of Engineering Sciences 13 (8), 336-352 , 2022 2022
A STUDY ON ROLE OF AMC IN INVESTMENT DECISIONS K Jagannayaki, T Varalakshmi, G Chandra Shekar Journal of Engineering Sciences 13 (8), 371-380 , 2022 2022
A Study on Employee Motivation in the Indian Banking Sector K Jagannayaki, M Srinivas, MA Reddy THE INSTITUTE OF COST ACCOUNTANTS OF INDIA, 21 , 2022 2022
Is Social Entrepreneurship – A Barrier in India K Jagannayaki, S Siva Shankar Rao, M Radhika ICSSR Sponsored Two-day National Seminar on ‘Social Innovation … , 2022 2022
GLOBAL STRATEGIES FOR SUSTENANCE OF MICRO ENTERPRISESA TURNAROUND-GAME-CHALLENGE IN POST-COVID PERIOD K Jagannayaki, M Srinivas nternational Journal of Social Science & Economic Research 7 (2), 296-318 , 2022 2022
Social Justice and Contemporary Issues of Indian Women- A case Study K Jagannayaki, G Anoosha Reddy GIS SCIENCE Journal UGC-CARE APPROVED GROUP II JOURNAL ISSN No.1869-9391 8 … , 2021 2021
Impact of COVID-19 on E-Marketing Channels N Vanaja, K Jagannayaki NOLEGEIN-Journal of Advertising and Brand Management 4 (2), 19-23 , 2021 2021
A Skill Gap study of LMV Drivers in and around Hyderabad K Jagannayaki, M Srinivas International Journal of Economics and Management Studies 8 (1), 23-42 , 2021 2021
Glory of MSMEs in Growth of Indian Economy K Jagannayaki, M Srinivas NOLEGEIN-Journal of Financial Planning and Management 4 (2), 36-48 , 2021 2021
Impact of COVID-19 on E-Marketing Channels K Jagannayaki, N Vanaja NOLEGEIN-Journal of Advertising and Brand Management 4 (2), 19-23 , 2021 2021
QUALITY OF WORK LIFE IN EDUCATIONAL INSTITUTIONS K Jagannayaki, M Akhila Reddy Journal of Interdisciplinary Cycle Research 11 (09), 107-117 , 2019 2019
ROLE OF WOMEN ENTREPRENEURS IN SOCIO-ECONOMIC DEVELOPMENT DK Jagannayaki, M Akhila Reddy International Journal of Advanced Scientific Technologies in Engineering and … , 2019 2019
Stress management among employees in IT Sector K Jagannayaki, M Akhila Reddy International Journal of Advanced Scientific Technologies ,Engineering and … , 2018 2018
The process and enforcement of enactment systems for Visakhapatnam steel plant employees as per the norms of industrial labour act. K Jagannayaki, P Ramesh IJIRMPS 6 (3), 1-12 , 2018 2018
US Stock Market vis-à-vis Indian Stock Market of Select IT Companies K Jagannayaki JNTUH SCHOOL OF MANAGEMENT STUDIES Kukatpally, Hyderabad - 500 085 … , 2016 2016
Role of Internal Auditing in The Changing Scenario K Jagannayaki, T Ramasubramanian ZENITH International Journal of Multidisciplinary Research 6 (7), 17-23 , 2016 2016
