IJCRT Peer-Reviewed (Refereed) Journal as Per New UGC Rules.
ISSN Approved Journal No: 2320-2882 | Impact factor: 7.97 | ESTD Year: 2013
Scholarly open access journals, Peer-reviewed, and Refereed Journals, Impact factor 7.97 (Calculate by google scholar and Semantic Scholar | AI-Powered Research Tool) , Multidisciplinary, Monthly, Indexing in all major database & Metadata, Citation Generator, Digital Object Identifier(CrossRef DOI)
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Paper Title: A Study On How Socio-economic Status and Impulse Control Varies In Terms of Their Levels Of Depression (At Risk, Vulnerable And Non-depressed) among Adolescent Students
Author Name(s): Dr. Shrabani Mukherjee (Chattopadhyay)
Published Paper ID: - IJCRT2601623
Register Paper ID - 300818
Publisher Journal Name: IJPUBLICATION, IJCRT
DOI Member ID: 10.6084/m9.doi.one.IJCRT2601623 and DOI :
Author Country : Indian Author, India, 700082 , KOLKATA, 700082 , | Research Area: Social Science All Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2601623 Published Paper PDF: download.php?file=IJCRT2601623 Published Paper PDF: http://www.ijcrt.org/papers/IJCRT2601623.pdf
Title: A STUDY ON HOW SOCIO-ECONOMIC STATUS AND IMPULSE CONTROL VARIES IN TERMS OF THEIR LEVELS OF DEPRESSION (AT RISK, VULNERABLE AND NON-DEPRESSED) AMONG ADOLESCENT STUDENTS
DOI (Digital Object Identifier) :
Pubished in Volume: 14 | Issue: 1 | Year: January 2026
Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882
Subject Area: Social Science All
Author type: Indian Author
Pubished in Volume: 14
Issue: 1
Pages: f46-f55
Year: January 2026
Downloads: 142
E-ISSN Number: 2320-2882
Abstract The present study aims to examine the effect of socio-economic status and impulse control among adolescent students in terms of their levels of depression, namely at-risk, vulnerable, and non-depressed. Adolescence represents a critical developmental period with significantly heigher emotional and behavioral vulnerability, which in turn contribute for depression as an emerging significant mental health concern. Socio-economic status and impulse control are crucial psychosocial factors influencing adolescents' emotional regulation and psychological well-being. A sample of 150 adolescent students was selected using appropriate sampling techniques. Standardized instruments were administered to assess socio-economic status, impulse control, and levels of depression. Based on depression scores, participants were categorized into at-risk, vulnerable, and non-depressed groups. Statistical analyses were conducted to examine group differences. The findings are expected to indicate significant relation in socio-economic status and impulse control in terms of levels of depression, The study underscores the importance of socio-economic and self-regulatory factors in understanding adolescent depression and emphasizes the need for early identification and targeted school-based interventions to promote mental health and emotional resilience.
Licence: creative commons attribution 4.0
socio-economic status, impulse control, depression, adolescents.
Paper Title: Banka Jila Me Paryatan Vikash : Ek Bhogolik Adhayan
Author Name(s): Dr. Manujendra Kumar
Published Paper ID: - IJCRT2601622
Register Paper ID - 300790
Publisher Journal Name: IJPUBLICATION, IJCRT
DOI Member ID: 10.6084/m9.doi.one.IJCRT2601622 and DOI : https://doi.org/10.56975/ijcrt.v14i1.300790
Author Country : Indian Author, India, 81200 , BHAGALPUR, 81200 , | Research Area: Science and Technology Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2601622 Published Paper PDF: download.php?file=IJCRT2601622 Published Paper PDF: http://www.ijcrt.org/papers/IJCRT2601622.pdf
Title: BANKA JILA ME PARYATAN VIKASH : EK BHOGOLIK ADHAYAN
DOI (Digital Object Identifier) : https://doi.org/10.56975/ijcrt.v14i1.300790
Pubished in Volume: 14 | Issue: 1 | Year: January 2026
Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882
Subject Area: Science and Technology
Author type: Indian Author
Pubished in Volume: 14
Issue: 1
Pages: f37-f45
Year: January 2026
Downloads: 190
E-ISSN Number: 2320-2882
Banka Jila Me Paryatan Vikash : Ek Bhogolik Adhayan
Licence: creative commons attribution 4.0
Banka Jila Me Paryatan Vikash : Ek Bhogolik Adhayan
Paper Title: Bridging Continuum and Discrete Optimization: A Theoretical Framework for Compression-Dominant Masonry Design
Author Name(s): Muhamed Mustafa Yousry, Mohamed Ezzeldin, Ayman Mohamed Assem
Published Paper ID: - IJCRT2601621
Register Paper ID - 300767
Publisher Journal Name: IJPUBLICATION, IJCRT
DOI Member ID: 10.6084/m9.doi.one.IJCRT2601621 and DOI :
Author Country : Foreign Author, Egypt, 11646 , cairo, 11646 , | Research Area: Science and Technology Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2601621 Published Paper PDF: download.php?file=IJCRT2601621 Published Paper PDF: http://www.ijcrt.org/papers/IJCRT2601621.pdf
Title: BRIDGING CONTINUUM AND DISCRETE OPTIMIZATION: A THEORETICAL FRAMEWORK FOR COMPRESSION-DOMINANT MASONRY DESIGN
DOI (Digital Object Identifier) :
Pubished in Volume: 14 | Issue: 1 | Year: January 2026
Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882
Subject Area: Science and Technology
Author type: Foreign Author
Pubished in Volume: 14
Issue: 1
Pages: f19-f36
Year: January 2026
Downloads: 142
E-ISSN Number: 2320-2882
Contemporary masonry design exhibits a fundamental methodological tension between continuum-based optimization techniques and the discrete, modular nature of brick construction. This paper presents a comprehensive theoretical framework that systematizes the integration of parametric geometry generation, structural performance evaluation, density-based topology optimization, and adaptive discretization within a unified conceptual pipeline. Rather than treating topology optimization as a post-hoc analytical tool, the framework positions it as an active design generator embedded within an iterative feedback cycle. The work examines the theoretical foundations of bridging the discrete-continuum gap through recursive parameter coupling, wherein discrete-modular constraints inform continuum optimization objectives, and conversely, topology-driven efficiency targets guide discrete reconfiguration logic. The methodology is organized across two conceptual phases: (1) Morphology Selection, addressing the parametric search for geometrically feasible and structurally competent designs, and (2) Boundary Optimization and Discretization, where continuum material distribution informs discrete assembly rules. This framework addresses a persistent gap in computational masonry literature: the lack of a systematic, generalizable approach to preserve structural performance during the conversion from continuous to discrete representations. The paper formalizes the theoretical logic underlying such integration, elaborates the algorithmic workflow, and discusses implications for future architectural optimization research.
Licence: creative commons attribution 4.0
Optimization Framework, Topology Optimization, Parametric Masonry, Discrete-Continuum Integration.
Paper Title: Prevalence Of Levator Scapulae Muscle Syndrome In Hairdressers By Using Levator Scapulae Muscle Length Test And Neck Disability Index
Author Name(s): Dr.Vaishnavi Bagul, Dr. Varsha Kulkarni
Published Paper ID: - IJCRT2601620
Register Paper ID - 300774
Publisher Journal Name: IJPUBLICATION, IJCRT
DOI Member ID: 10.6084/m9.doi.one.IJCRT2601620 and DOI :
Author Country : Indian Author, India, 411017 , pune, 411017 , | Research Area: Humanities All Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2601620 Published Paper PDF: download.php?file=IJCRT2601620 Published Paper PDF: http://www.ijcrt.org/papers/IJCRT2601620.pdf
Title: PREVALENCE OF LEVATOR SCAPULAE MUSCLE SYNDROME IN HAIRDRESSERS BY USING LEVATOR SCAPULAE MUSCLE LENGTH TEST AND NECK DISABILITY INDEX
DOI (Digital Object Identifier) :
Pubished in Volume: 14 | Issue: 1 | Year: January 2026
Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882
Subject Area: Humanities All
Author type: Indian Author
Pubished in Volume: 14
Issue: 1
Pages: f1-f18
Year: January 2026
Downloads: 137
E-ISSN Number: 2320-2882
Background: Hairdressers are routinely required to maintain prolonged static positions, perform repetitive upper-extremity tasks, and sustain forward neck postures, which increases their risk of developing musculoskeletal disorders, particularly involving the levator scapulae muscle. Continuous mechanical stress on this muscle may result in pain, restricted neck movement, and functional impairment, collectively referred to as levator scapulae syndrome. Identifying muscle tightness and related disability at an early stage is important for preventing long-term complications and maintaining occupational performance. This study evaluates levator scapulae syndrome using the Levator Scapulae Muscle Length Test and examines associated functional disability through the Neck Disability Index (NDI) among hairdressers, with the aim of guiding ergonomic and physiotherapeutic interventions for this vulnerable occupational group. Objective: To evaluate levator scapulae muscle shortening using the levator scapulae muscle length test and to assess neck-related functional disability using the Neck Disability Index among hairdressers in pune. Method: An observational study was carried out on 126 hairdressers aged 24-35 years in Pune using a convenience sampling approach. Eligible participants underwent bilateral assessment of levator scapulae muscle length, and functional disability was measured using the Neck Disability Index. Collected data were analysed using Kinovea software. Result : Right-side levator scapulae muscle shortening was observed in 55.6% of participants; however, this finding was not statistically significant (p = 0.2123). On the left side, muscle shortening was present in 32% of participants and demonstrated a statistically significant association with occupational exposure (p = 0.00038). Bilateral muscle shortening was identified in 15.1% of cases, with no significant difference noted (p = 0.995). Analysis of NDI scores indicated a moderate level of neck disability, emphasizing the need for preventive and ergonomic interventions in this population. Conclusion :A substantial proportion of hairdressers exhibited levator scapulae muscle shortening, most likely related to repetitive work demands and prolonged postural loading. Although right-side predominance was not statistically significant, the findings underscore the importance of ergonomic awareness and early preventive measures to reduce musculoskeletal health risks among hairdressers.
Licence: creative commons attribution 4.0
Musculoskeletal disorder, Hairdressers,, Postural stress, Repetitive Movements, Muscle Shortening, Occupational Health.
Paper Title: Gold's Early Warning Signal (EWS) using Extreme Value Theory (EVT) in the US context
Author Name(s): Jasvinder Singh Aujla, Anshuja Tiwari, Sanjay Payasi, Vishal Singh Yadav
Published Paper ID: - IJCRT2601619
Register Paper ID - 300798
Publisher Journal Name: IJPUBLICATION, IJCRT
DOI Member ID: 10.6084/m9.doi.one.IJCRT2601619 and DOI :
Author Country : Indian Author, India, 462023 , Bhopal, 462023 , | Research Area: Management All Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2601619 Published Paper PDF: download.php?file=IJCRT2601619 Published Paper PDF: http://www.ijcrt.org/papers/IJCRT2601619.pdf
Title: GOLD'S EARLY WARNING SIGNAL (EWS) USING EXTREME VALUE THEORY (EVT) IN THE US CONTEXT
DOI (Digital Object Identifier) :
Pubished in Volume: 14 | Issue: 1 | Year: January 2026
Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882
Subject Area: Management All
Author type: Indian Author
Pubished in Volume: 14
Issue: 1
Pages: e987-e996
Year: January 2026
Downloads: 129
E-ISSN Number: 2320-2882
This research explores the potential of gold (XAU) to serve as an early warning signal for extreme market events in the U.S. financial context, using Extreme Value Theory (EVT). Gold is widely recognized as a safe-haven asset, particularly during periods of heightened market volatility and systemic risk. This study employs monthly time series data on gold prices and the CBOE Volatility Index (VIX) spanning from 1997 onward to analyze the tail behavior of gold returns and their association with volatility shocks. Extreme Value Theory provides a statistical framework for assessing the probability and magnitude of unusually large or small outcomes (e.g., financial crashes, natural disasters, extreme rainfall). Unlike conventional statistical methods that model averages or typical behavior, EVT zooms in on outliers or tail events. Extreme Value Theory is applied using the Peak Over Threshold (POT) method to model both the upper and lower tails of gold returns. The upper tail, representing extreme positive returns, exhibits a bounded nature with a shape parameter (?) of -0.26, suggesting limited upside potential. Conversely, the lower tail displays a heavy-tailed distribution (? = 0.41), implying greater susceptibility to large losses. These findings are critical for understanding the asymmetric behavior of gold during market stress. Quantitative risk metrics derived from EVT--namely, Value at Risk (VaR) and Expected Shortfall (ES)--reveal that under a 1% tail probability, gold can experience gains of up to 11.9% or losses of up to 9%, with a conditional average loss (ES) of 3.3%. This demonstrates that while gold may provide a buffer in crisis periods, it is not immune to downside risk, particularly in high-volatility environments. The results underscore the importance of modeling tail risk in gold for investors, policymakers, and portfolio risk managers. The asymmetry in tail behavior further suggests that gold's role as a safe haven is nuanced and should be evaluated alongside market volatility indicators such as VIX. This study contributes to the growing body of literature on financial tail risk management and positions gold as a conditional signal rather than an absolute shield against market distress.
Licence: creative commons attribution 4.0
Volatility, Systemic risk, Extreme value, Value at Risk, Peak over Threshold
Paper Title: Evolving Patterns of Rural Poverty in Kerala: Evidence from Census & NSS Data
Author Name(s): Dr. NIMMY S KOTTOOR
Published Paper ID: - IJCRT2601618
Register Paper ID - 300784
Publisher Journal Name: IJPUBLICATION, IJCRT
DOI Member ID: 10.6084/m9.doi.one.IJCRT2601618 and DOI :
Author Country : Indian Author, India, 690103 , MAVELIKARA, 690103 , | Research Area: Social Science All Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2601618 Published Paper PDF: download.php?file=IJCRT2601618 Published Paper PDF: http://www.ijcrt.org/papers/IJCRT2601618.pdf
Title: EVOLVING PATTERNS OF RURAL POVERTY IN KERALA: EVIDENCE FROM CENSUS & NSS DATA
DOI (Digital Object Identifier) :
Pubished in Volume: 14 | Issue: 1 | Year: January 2026
Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882
Subject Area: Social Science All
Author type: Indian Author
Pubished in Volume: 14
Issue: 1
Pages: e981-e986
Year: January 2026
Downloads: 122
E-ISSN Number: 2320-2882
The trajectory of rural poverty in Kerala from 2001 to 2021 is examined in this study. The results show a sharp decline in multidimensional deprivation, especially in housing, sanitation, and access to clean cooking fuel, as well as a quick decline in income-based poverty. Rising rural earnings, remittance inflows, long term social development initiatives in welfare, health, and education, and structural changes in rural employment from agriculture to non-farm sectors have all contributed to these trends. The analysis shows that Kerala's long-term poverty reduction is driven by a combination of economic, social, and policy factors, offering insights for comprehensive rural development in comparable situations throughout India.
Licence: creative commons attribution 4.0
Rural Poverty, Multidimensional Poverty Index (MPI), National Sample Survey (NSS), National Family Health Survey (NFHS)
Paper Title: Exploring Homophobic Tendencies in the Contemporary Indian Cinematic Gaze and Representation
Author Name(s): AMRITA BHATTACHARYYA
Published Paper ID: - IJCRT2601617
Register Paper ID - 300458
Publisher Journal Name: IJPUBLICATION, IJCRT
DOI Member ID: 10.6084/m9.doi.one.IJCRT2601617 and DOI :
Author Country : Indian Author, India, 700114 , North 24 Parganas, 700114 , | Research Area: Medical Science All Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2601617 Published Paper PDF: download.php?file=IJCRT2601617 Published Paper PDF: http://www.ijcrt.org/papers/IJCRT2601617.pdf
Title: EXPLORING HOMOPHOBIC TENDENCIES IN THE CONTEMPORARY INDIAN CINEMATIC GAZE AND REPRESENTATION
DOI (Digital Object Identifier) :
Pubished in Volume: 14 | Issue: 1 | Year: January 2026
Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882
Subject Area: Medical Science All
Author type: Indian Author
Pubished in Volume: 14
Issue: 1
Pages: e974-e980
Year: January 2026
Downloads: 132
E-ISSN Number: 2320-2882
Queer identity or practise of alternative sexuality by an individual is often misunderstood as criminal identity (an instance of homophobia) under the purview of law even in the imaginative cinematic world. There is a wide range of homophobia still existing in our society and culture towards the people with alternative sexuality. There are gaps and fissures in the dealing of law towards the queer people which I want to focus in my paper in relation to the Bollywood films. I have mainly focussed on three Bollywood cinematic products - 'Aligarh' (2015), 'Made In Heaven'(2019) and 'Forensic' (2022). Even though Bollywood has come a long way from making caricatures or stereotypes or laughter stock out of the non-conforming characters (for example, 'Dostana'), we still find homophobic tendencies in the cinematic gaze and representation. 24th August, 2017 was one of the landmarks in the history of the verdicts given by the Supreme Court which ruled that every citizen should have a Right to Privacy which is a fundamental right protected under Article 21 and Part III of the Indian Constitution. The Supreme Court recognised the rights of the LGBTQ community and acknowledged that they existed and also needed some rights for existence. The section 377 of Indian law has a long legal history of its own which is getting addressed gradually by the Bollywood fraternity. While 'Aligarh' is a prominent film on this legal issue, homophobic tendency in general continues to be addressed in films like 'Forensic' which hurriedly draws to its end with no clear cut explanation regarding the psychology of the murderer who belongs to the queer community. The straight characters are unable to understand or identify the murderer due to his interchangeable sexual identity. The web series 'Made In Heaven' portrays a gay character Karan who is a wedding planner who runs the company along with his friend Tara. His landlord is shown to enjoy his camaraderie by filming his intimate moments enjoyed with his male partners. The twist comes in the end when it turns out that the landlord himself is gay but had to bow down to social pressures and marry and settle down.
Licence: creative commons attribution 4.0
Homophobia, Queer identity, law, criminality, Bollywood, cinema, web series
Paper Title: Environmental Education Leads To Changes In Students' Behavior
Author Name(s): Mrs. Pratibha Jain, Dr. Preeti Saxena
Published Paper ID: - IJCRT2601616
Register Paper ID - 300724
Publisher Journal Name: IJPUBLICATION, IJCRT
DOI Member ID: 10.6084/m9.doi.one.IJCRT2601616 and DOI :
Author Country : Indian Author, India, - , -, - , | Research Area: Science and Technology Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2601616 Published Paper PDF: download.php?file=IJCRT2601616 Published Paper PDF: http://www.ijcrt.org/papers/IJCRT2601616.pdf
Title: ENVIRONMENTAL EDUCATION LEADS TO CHANGES IN STUDENTS' BEHAVIOR
DOI (Digital Object Identifier) :
Pubished in Volume: 14 | Issue: 1 | Year: January 2026
Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882
Subject Area: Science and Technology
Author type: Indian Author
Pubished in Volume: 14
Issue: 1
Pages: e967-e973
Year: January 2026
Downloads: 120
E-ISSN Number: 2320-2882
Environmental Education Leads To Changes In Students' Behavior
Licence: creative commons attribution 4.0
Environmental Education Leads To Changes In Students' Behavior
Paper Title: মেঘদূতের সৌন্দর্যসমীক্ষা
Author Name(s): SUDIP SARKAR
Published Paper ID: - IJCRT2601615
Register Paper ID - 300812
Publisher Journal Name: IJPUBLICATION, IJCRT
DOI Member ID: 10.6084/m9.doi.one.IJCRT2601615 and DOI :
Author Country : Indian Author, India, 700075 , Kolkata , 700075 , | Research Area: Medical Science All Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2601615 Published Paper PDF: download.php?file=IJCRT2601615 Published Paper PDF: http://www.ijcrt.org/papers/IJCRT2601615.pdf
Title: মেঘদূতের সৌন্দর্যসমীক্ষা
DOI (Digital Object Identifier) :
Pubished in Volume: 14 | Issue: 1 | Year: January 2026
Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882
Subject Area: Medical Science All
Author type: Indian Author
Pubished in Volume: 14
Issue: 1
Pages: e959-e966
Year: January 2026
Downloads: 140
E-ISSN Number: 2320-2882
সারসংক্ষেপ:- কালিদাস রচিত মেঘদূত সংস্কৃত কাব্যসাহিত্যের ইতিহাসে এক অনন্য সৌন্দর্যনির্মাণের দৃষ্টান্ত, যেখানে বিরহবেদনা, প্রকৃতি-চিত্রণ ও নান্দনিক কল্পনার অপূর্ব সমন্বয় পরিলক্ষিত হয়। এই গবেষণাপত্রে মেঘদূত কাব্যের সৌন্দর্যতত্ত্ব ভারতীয় কাব্যতত্ত্বের আলোকে বিশ্লেষিত হয়েছে। বিশেষত প্রকৃতি ও মানবিক অনুভূতির অন্তঃসম্পর্ক, অলংকারপ্রয়োগের সূক্ষ্মতা, উপমা ও রূপকের কাব্যিক তাৎপর্য এবং শৃঙ্গাররসের বিরহাত্মক বিকাশের নান্দনিক রূপ এখানে আলোচনার কেন্দ্রে স্থান পেয়েছে। গবেষণায় প্রতিপন্ন করা হয়েছে যে, মেঘদূত কেবলমাত্র একটি বিরহকাব্য নয়, এটি রস, ভাব ও অলংকারের সুসমন্বয়ে গঠিত এক পরিপূর্ণ কাব্যরূপ, যেখানে প্রকৃতি মানবিক অনুভূতির সহচর ও বাহক হিসেবে উপস্থিত। কালিদাসের কাব্যদৃষ্টিতে প্রকৃতি নিছক বর্ণনার বিষয় নয়, তা মানবমনের আবেগ, স্মৃতি ও আকাঙ্ক্ষার প্রতীকী প্রকাশ। এই দৃষ্টিকোণ থেকে মেঘদূত ভারতীয় কাব্যতত্ত্বে সৌন্দর্যবোধের এক উচ্চমানের নিদর্শন হিসেবে স্বীকৃত। এই গবেষণা প্রমাণ করে যে, মেঘদূত কাব্যে সৌন্দর্য একটি বিচ্ছিন্ন উপাদান নয়, তা রসতত্ত্ব, অলংকারতত্ত্ব ও মানবিক সংবেদনশীলতার সমন্বিত ফল৷ যার দ্বারা কাব্যটি সংস্কৃত সাহিত্যধারায় এক চিরায়ত নান্দনিক আদর্শ প্রতিষ্ঠা করেছে।
Licence: creative commons attribution 4.0
সূচক শব্দ:- সৌন্দর্যতত্ত্ব, প্রকৃতি-চিত্রণ, রস, অলংকার, ধ্বনি৷
Paper Title: A Comparative Analysis Of Ransomware Taxonomies And Behavioral Detection Models In Enterprise Environments
Author Name(s): Rohit Rayakwar
Published Paper ID: - IJCRT2601614
Register Paper ID - 299314
Publisher Journal Name: IJPUBLICATION, IJCRT
DOI Member ID: 10.6084/m9.doi.one.IJCRT2601614 and DOI :
Author Country : Indian Author, India, 388245 , sevalia, 388245 , | Research Area: Science and Technology Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2601614 Published Paper PDF: download.php?file=IJCRT2601614 Published Paper PDF: http://www.ijcrt.org/papers/IJCRT2601614.pdf
Title: A COMPARATIVE ANALYSIS OF RANSOMWARE TAXONOMIES AND BEHAVIORAL DETECTION MODELS IN ENTERPRISE ENVIRONMENTS
DOI (Digital Object Identifier) :
Pubished in Volume: 14 | Issue: 1 | Year: January 2026
Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882
Subject Area: Science and Technology
Author type: Indian Author
Pubished in Volume: 14
Issue: 1
Pages: e951-e958
Year: January 2026
Downloads: 155
E-ISSN Number: 2320-2882
Ransomware has transitioned from a localized cryptographic nuisance to a professionalized multi-extortion ecosystem capable of paralyzing critical infrastructure. Traditional signature-based defenses are increasingly ineffective against polymorphic and zero-day variants that leverage "Living-off-theLand" (LotL) techniques. This paper provides a comprehensive analysis of ransomware taxonomies, focusing on Locker, Crypto, and Multi-Extortion models. We further evaluate advanced behavioral analysis frameworks, emphasizing Machine Learning (ML) techniques such as LSTM and Random Forest to identify anomalous file system activity. The study concludes that an integrated behavioral approach is essential for achieving real-time threat mitigation in modern heterogeneous networks.
Licence: creative commons attribution 4.0
Ransomware Taxonomy, Behavioral Malware Analysis, Machine Learning, Cryptovirology, Zero-Trust Security, File Entropy Analysis, Multi-Extortion Models, Endpoint Detection and Response (EDR), Living-off-theLand (LotL) Attacks, Proactive Threat Mitigation

