Santosh Varshney

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An Extensive Analysis of Neuromorphic Computing

Amit Vajpayee P. Kaur Ankit Sharma Santosh Varshney

Neuromorphic engineering

10.1109/acroset62108.2024.10743880

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Driving Towards Safety: Examining the Role of Drowsiness Detection Systems in Accident Prevention

SSRN Electronic Journal (2024)

Sachin Kumar Jharoliya Santosh Varshney Kamal Kumar Sethi Praveen Bhanodia Shivsankar Rajput Prof

This research paper investigates drowsiness detection in drivers while driving. We explore physiological indicators, such as EEG, EOG, and EMG, and their correlation with subjective sleepiness. Behavioral indicators, including eye blink patterns and head movements, are also examined. Machine learning techniques, such as SVM and deep learning models, are discussed. Existing drowsiness detection systems and their applications in real-world scenarios, like driver monitoring systems and workplace fatigue management, are presented. We identify challenges, such as false positives/negatives and individual variability, and propose future research directions. The study emphasizes the importance of drowsiness detection in enhancing safety and productivity, highlighting the need for further advancements in the field.

Accident (philosophy)

10.2139/ssrn.4816394

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A Novel Approach in Improving Data Mining using Comparative Method of FPM

International Journal of Computer Applications (2015)

Darshana Bendwal Santosh Varshney

Data mining is the procedure of distinguishing helpful example from expansive measure of information.Web mining is the procedure of discovering web design from web information.Web connection mining uses information from log record.Web connection mining discovering helpful things from log record.Log record contains all the client activities.In existing framework all the information are mine by apriori calculation.It is utilized for discovering succession from log record however it doesn't ordered log information as per our need.Bolster vector machine is utilized to group all the information of web log document that examine information and recognize designs.Bolster vector machine order all the information into two classes.It separates two classes by hyper plane.In the wake of applying SVM, We find all the information into one example.This example is helpful for business investigator to take a valuable choice.At long last we get arrange information from web route information.Information Mining is recovery of Knowledge from a lot of information.A Frequent example is an example that shows up in information set every now and again.It might be an item set, subsequence or substructures.An arrangement of things that show up as often as possible together in a value-based database is called Frequent Itemset.Successive Itemset Mining is the key venture in affiliation standard mining and in discovering relationships.FPM additionally assumes an imperative part in recognizing fascinating connections among information.The identification of intriguing connection connections among extensive business exchange tuples can help in choice making methodology and client shopping conduct investigation (i.e., market-wicker container examination).FPM helps the business individuals to create showcasing procedures for picking up benefits.There are numerous calculations that have been proposed for finding continuous itemset mining in a value-based dataset.They are Apriori, FP-Growth, Vertical Partitioning, RELIM and so on.In this paper, I look at the adequacy of these calculations and proposed another calculation in a propelled methodology.The new thought about this calculation is gotten from existing calculations.The viability of this new calculation can be accomplished with less number of outputs and better halfway steps.

10.5120/21546-4561

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Performance Analysis of a Robust Blind Digital Image Watermarking Using DWT and Twin Encoding Methodology

International Journal of Innovative Research in Technology (2015)

Shubhangi Pande Santosh Varshney M. K. Ravat

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