Cascaded intrusion detection system using machine learning by Md. Khabir Uddin Ahamed, Abdul Karim

“…Many single classifier models have accuracy issues since they are unable to detect certain anomalies caused by the attack’s polymorphic and zero-day behavior. …”
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Theoretical and Methodological Approaches to Collective Memory Analysis in Memory Studies by A. A. Nechaeva

“…However, a complete list as well as a general system and classification of methods have not been developed in the academic literature up to the present day. …”
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LMVT: A hybrid vision transformer with attention mechanisms for efficient and explainable lung cancer diagnosis by Jesika Debnath, Al Shahriar Uddin Khondakar Pranta, Amira Hossain, Anamul Sakib, Hamdadur Rahman, Rezaul Haque, Md.Redwan Ahmed, Ahmed Wasif Reza, S M Masfequier.Rahman Swapno, Abhishek Appaji

“…The model has been trained and validated using two public datasets (IQ-OTH/NCCD and LC25000) and evaluated for both 3-class and 5-class classification tasks. LMVT achieved an impressive 99.61 % accuracy and 99.22 % F1-score for the 3-class classification, along with 99.75 % accuracy and 99.44 % specificity for the 5-class classification. …”
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Curriculum Development and Dermatology Training by Jayadev Betkerur

“…We need to identify the other issues and address them.  Presently Dermatology postgraduate training is more concentrated in imparting more knowledge based learning. …”
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Functional Analysis of Linking Adverbials in Chemistry and English Language Teaching by Seyed Foad Ebrahimi, Vafa Alboghobiesh

“…The selected research articles were taken from the 2018-2019 issues of the journals. Liu's (2008) updated and widely recognized classification of linking adverbials was employed to identify linking adverbials. …”
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New aspects of anticoagulant therapy in atrial fibrillation in patients with renal dysfunction by Zh. D. Kobalava, P. V. Lazarev, M. V. Vatsik

“…This review considers current data on the role of kidneys in the pathogenesis of ischemic and bleeding events, methods of renal function assessment and related classification issues, as well as comparison of warfarin and DOAC therapy, in patients with AF and renal dysfunction of different stages based on the results of randomized controlled trials and actual clinical practice. …”
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Study and Development of Photovoltaic Air Conditioning System by Chen Xuemei, Wang Ruzhu, Li Yong

“…The PV air conditioning system is introduced as well as the classification. Both the development of the general air conditioning system and the improvement of photoelectric conversion efficiency indicate that the main technologies for the applications of PV air conditioning system are available. …”
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Parallel deep forest algorithm based on Spark and three-way interactive information by Yimin MAO, Zhan ZHOU, Zhigang CHEN

“…To address issues such as excessive redundancy and irrelevant features, long class vectors, slow model convergence, and low efficiency of parallel training in parallel deep forests, a parallel deep forest algorithm based on Spark and three-way interactive information was proposed.Firstly, a feature selection based on feature interaction (FSFI) strategy was proposed to filter the original features and eliminate irrelevant and redundant features.Secondly, a multi-granularity vector elimination (MGVE) strategy was proposed, which fused similar class vectors and shortened the class vector length.Subsequently, the cascade forest feature enhancement (CFFE) strategy was proposed to improve the utilization of information and accelerate the convergence speed of the model.Finally, a multi-level load balancing (MLB) strategy was proposed, combined with the Spark framework, to improve the parallelization efficiency through adaptive sub-forest division and heterogeneous skew data partitioning.Experimental results demonstrate that the proposed algorithm significantly improves the model classification effect and reduces the parallelization training time.…”
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Special Editions of Full Prof. Dusko Bjelica, PhD: 1992-2020 by Milena Mitrovic

“…There were a total of 65 issues, which we divided into monographs, textbooks and scientific studies. …”
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Ethical aspects for genomic research in psychiatry by N. V. Semenova

“…Currently, the genetic approaches in psychiatry are used to solve the practical and scientific problems related to medical genetic counseling, identification of the genetic factors associated with characteristics of metabolism of medicines or development of their side effects, as well as to develop the new approaches to classification of psychiatric disorders. Given the complexity and the unresolved nature of the several methodological issues related to ethics and protection of the rights of patients with mental disorders, the legal regulation of genomic research in this category of patients is a specific interdisciplinary challenge which solution requires combining of the competencies of lawyers, medical ethics specialists, psychiatrists, psychologists, geneticists.…”
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Feature importance analysis for spammer detection in Sina Weibo by Yu-xiang ZHANG, Yu SUN, Jia-hai YANG, Da-lei ZHOU, Xiang-fei MENG, Chun-jing XIAO

“…Microblog has drawn attention of not only legitimate users but also spammers.The garbage information pro-vided by spammers handicaps users' experience significantly.In order to improve the detection accuracy of spammers,most existing studies on spam focus on generating more classification features or putting forward new classifiers.Which kind of issues would be put the high priority of an enormous amount of research effort into? …”
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Analysis of Methods for Leak Detection and Monitoring the Main Gas Pipeline Sections by Bohdan Danyltsiv, Olha Khymko

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Advances in TENGs for Marine Energy Harvesting and In Situ Electrochemistry by Chuguo Zhang, Yijun Hao, Xiangqian Lu, Wei Su, Hongke Zhang, Zhong Lin Wang, Xiuhan Li

“…An in-depth introduction and analysis of relevant research with the marine energy harvesting were conducted through gradient classification. This review not only provided a deeper summary of the latest research progress, discoveries, and challenges, but also made a rational outlook on solutions to related issues and future development directions.…”
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Modeling and Simulation of Athlete’s Error Motion Recognition Based on Computer Vision by Luo Dai

“…We analyse and discuss the human error action recognition method based on the idea of template matching to analyse the key issues that affect the overall expression of the error action sequences, and then, we propose a motion energy model based on the direct motion energy decomposition of the video clips of human error actions in the 3 Deron action sequence space through the filter group. …”
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Intelligent Cyber-Attack Detection in IoT Networks Using IDAOA-Based Wrapper Feature Selection by Mohammed Abdullah, Ryna Svyd

“…The Bagging technique further strengthens the classification phase by combining predictions from multiple classifiers, effectively addressing issues of class imbalance and improving overall system robustness. …”
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USING OF ROD APPARATUS OF EXTERNAL FIXATION IN COMPLEX TREATMENT OF NO STABLE FRACTURES OF PELVIC BONES AT COMBINED INJURY by A. B. Tilyakov, E. Y. Valiev, B. S. Ubaydullaev

“…Our report is based on the results of investigation of 285 patients with different types of pelvic injury. due to clinic-anatomic variations of pelvic injuries and treatment tactics of victims were divided to three groups according to classification of the Center documentations AO. In the diagnosis of pelvic injuries method of multispiral computered tomography with modeling of volume images in 3d regime was used widely. …”
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Laser-Induced Breakdown Spectroscopy vs. Fluorescence Spectroscopy for Olive Oil Authentication by Marios Bekogianni, Theodoros Stamatoukos, Eleni Nanou, Stelios Couris

“…In all cases, the high classification accuracies obtained support the potential and efficiency of both LIBS and fluorescence spectroscopy for the rapid, online, and in situ study of EVOOs’ authentication issues, with LIBS being more advantageous as it operates much faster.…”
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Evolution and Financial Implications of Stablecoins – A Literature Review by Su Zeyang

“…However, the widespread adoption of stablecoins is accompanied by multiple issues such as technical risks, regulatory challenges, and market volatility. …”
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Proposing a Holistic Model for Formulating the Security Requirements of e-learning based on Stakeholders’ Point of Veiw by Abouzar Arabsorkhi Mishabi, Mohammad Musakhani, Amir Manian

“…Development of e-learning applications and services in the context of information and communication networks –beside qualitative and quantitative improvement in the scope and range of services they provide – has increased veriety of threats which are emerged from these networks and telecommunications infrastructure. This kind of issue have mad the effective and accurate analysing of security issues nessesary to managers and decision makers. …”
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Setting Safe Operation Conditions for Acetyl Chloride Hydrolysis through Dynamic Modelling and Bifurcation Analysis by Juan Carlos Ojeda Toro, Izabela Dobrosz-Gómez, Miguel Ángel Gómez García

“…Acetyl chloride hydrolysis is a highly sensitive exothermic reaction that has presented several industrial safety issues. In the present study, a multiparameter mathematical model, previously developed and applied to simulate the oscillatory thermal behavior of an experimental continuous stirred tank reactor, was used to determine the static/dynamic bifurcation behavior of this reactive system. …”
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