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bsj-8340
Deep Learning Techniques in the Cancer-Related Medical Domain: A Transfer Deep Learning Ensemble Model for Lung Cancer Prediction
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Problem: Cancer is regarded as one of the world's deadliest diseases. Machine learning and its new branch (deep learning) algorithms can facilitate the way of dealing with cancer, especially in the field of cancer prevention and detection. Traditional ways of analyzing cancer data have their limits, and cancer data is growing quickly. This makes it possible for deep learning to move forward with its powerful abilities to analyze and process cancer data. Aims: In the current study, a deep-learning medical support system for the prediction of lung cancer is presented. Methods: The study uses three different deep learning models (EfficientNetB3, ResNet50 and ResNet101) with the transfer learning concept. The three models are trained using a CT lung cancer dataset consisting of 1000 images and four different classes. The data augmentation process is applied to prevent overfitting, increase the size of the data, and enhance the training process. Score-level fusion and ensemble learning are also used to get the best performance and solve the low accuracy problem. All models were evaluated using accuracy, precision, recall, and the F1-score. Results: Experiments show the high performance of the ensemble model with 99.44% accuracy, which is better than all of the current state-of-the art methodologies. Conclusion: The current study's findings demonstrate the high accuracy and robustness of the proposed ensemble transfer deep learning using various transfer learning models

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Publication Date
Sat Jan 01 2005
Journal Name
Journal Of The College Of Languages (jcl)
استخدام الضمائر انت وانتم في الآدب الروسي الكلاسيكي
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استخدام الضمائر انت وانتم في الآدب الروسي الكلاسيكي

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Publication Date
Thu Sep 15 2022
Journal Name
Al-academy
Interaction and functional structural transformation of product design
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The research discussed the propositions of functional structures and the requirements for their transformation according to the variables of use and human interaction through the variables of functions with one form products، multifunctional variables، and transforming form in one product. The patterns of user’s interaction with products were discussed through the variables of functional type، starting from defining the types of functions in the industrial product structures to: practical functions، which were classified into: informational functions، ergonomic functions، use، handling، comfort، global، anthropometric adaptation and physical postures. While the interaction variables were discussed according to the meaning fun

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Publication Date
Mon Dec 26 2022
Journal Name
Arab Science Heritage Journal
أثر اللهجات العربية في إغناء ظاهرة الإتباع الحركي
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       In research it is an important phonemic change for the speaker to reach Ease and lightness ,wich is the kinetic follow-up , and we tried to collect the scattered matter in the various dialects

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Publication Date
Mon Sep 25 2023
Journal Name
Arab Science Heritage Journal
مرجعية الموروث الشعري في شعر ابي إسحاق الغزي
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Literary heritage and its employment in poetry has received the attention of poets, and they have employed it in their literary texts, as this employment is one of the oldest phenomena in Arabic literature, that the inspiration of this heritage in texts through the overlap of their texts with previous texts, and no poet neglected the importance of this employment.

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Publication Date
Mon Apr 29 2019
Journal Name
Arab Science Heritage Journal
الامثال الأمثال الشعبية وآثرها في تراث مدينة بغداد
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Proverbs represent the morality and behavior of man in the environment in which he lives, they express the virtues of authentic , benign and urges the ethics as it is characterized by comprehensive over time and time as well as became rules imposed and accepted norms settled in the souls after the people gradually continued to import it through generations

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Publication Date
Sat Dec 01 2012
Journal Name
Journal Of Economics And Administrative Sciences
Multiplicity of Accounting Concepts and it’s Impact on Thinking and Practical Applications
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Accounting profession has been survived for long time and expected to survive in future, with out basing on theory in the field of practical practice . But there are numerous problems which emerge from the practical practice, their solution needs to be based on generally accepted accounting theory. The results of the researches in this field since the beginning of the last century unfolded the difficulty of formulating theory in accounting , but possible to formulate several accounting

مجلة العلوم الاقتصادية والإدارية

المجلد 18

العدد 69

الصفحات  318-  332  

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Publication Date
Tue Dec 31 2019
Journal Name
Arab Science Heritage Journal
أنسنة الشباب والشيب في الشعر العربي قبل الإسلام
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The humanize appeared in Arabic poetry before Islam and it was not limited with on sensations but it even included the morals

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Publication Date
Sun Jan 01 2012
Journal Name
Political Sciences Journal
دور شبكات التواصل الاجتماعي في ثورات الربيع العربي
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دور شبكات التواصل الاجتماعي في ثورات الربيع العربي

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Publication Date
Sun Jan 01 2006
Journal Name
Journal Of The College Of Languages (jcl)
LA PESTE : PROJET IDEOLOGUIQUE
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Nous tenterons dans ce travail de proposer une des lectures possibles de
l’oeuvre camusienne, en l’occurrence La peste. Il s’agit, pour nous, de lire ce roman
sur une portée idéologique. Et ce qui justifie notre tentative, c’est Camus lui-même
qui voudrait qu’on lise son roman " sur plusieurs portées " lorsqu’il déclare : « La
peste, dont j’ai voulu qu’elle se lise sur plusieurs portées, a cependant comme
contenu évident la lutte de la résistance européenne contre le Nazisme»1.
1 .CAMUS (Albert),"Lettre à Roland Barthes sur La peste", L’oeuvre complète, Vol.I, La Pléiade, Ed.Gallimard,
Paris, 1965. p. 1928.
Parmi toute l’oeuvre camusienne, nous choisissons La peste parce qu’elle

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Publication Date
Mon Jan 01 2018
Journal Name
Journal Of The College Of Languages (jcl)
Zur Opposition restriktiv/nichtrestriktiv im Hocharabischen und im Deutschen
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This paper deals with the restrictive/nonrestrictive relative clauses in German and Arabic. I will, first of all, be concerned with some theories that have been provided to define the restrictive and the nonrestrictive relative clauses, particularly with the phonetic hypothesis. It will be, then, shown that the phonetic aspect is unable to give clear answers in this respect. The best way to determine restrictivity in both languages is, I think, by implementing of semantic indicators.

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