International Conference on Information and Knowledge Technology

فارسی

Home / شانزدهمین کنفرانس بین المللی فناوری اطلاعات و دانش

Knowledge Distillation through a Knowledge Representation Approach (Knowledge Engineering)

Authors :

Mohammad Hadi Safari Nader¹

1- دانشگاه فردوسی مشهد

Keywords :

Knowledge Distillation،Knowledge Engineering،Knowledge Representation،Model Compression،Machine Learning

Abstract :

Knowledge distillation, as an advanced technique in machine learning, enables the compression of complex and large-scale models into smaller and more efficient ones. This technique, commonly employed to reduce computational costs and increase execution speed, has gained particular importance in systems based on reasoning and knowledge representation. Knowledge engineering, as the process of constructing, storing, and analyzing knowledge data, plays a crucial role in enhancing decision-making and reasoning processes in intelligent systems . This paper analyzes the interrelation between knowledge distillation and knowledge engineering, particularly within the contexts of knowledge representation and reasoning. By examining the challenges and opportunities arising from the application of knowledge distillation in these areas, the study highlights its significance in improving the efficiency of knowledge engineering–based systems and proposes strategies for effectively integrating these techniques into intelligent systems

List of archived papers

Establishing security using cryptography and biometric authentication to counter cyber-attacks

Mohammed ADIL AKABR - Mehdi Hamidkhani - Mostafa Sadeghi

ISAAF: بهبود چارچوب مجوز خودتطبیق SAAF با استفاده از پیاده‌سازی مبتنی بر عامل و مفهوم I-Shairing

الهام معین الدینی - دکتر منیره عبدوس - دکتر اسلام ناظمی

Beyond One-Hot: CatBoost for Heating and Cooling Load Prediction

Shayan Naghizadeh - Mohammad Saeed Rajabi - Ehsan Nazerfard

پیش بینی ارتباط میزان مرگ و میر با هم زمانی وجود دو بیماری در مبتلایان به کرونا به کمک بگارگیری شبکه عصبی Word2Vec

سمن مثقالی - دکتر جواد عسکری سمن مثقالی - جواد عسکری -

Distributed Learning Automata-based Algorithm for Finding K-Clique in Complex Social Networks

Mohammad Mehdi Daliri Khomami - Alireza Rezvanian - Ali Mohammad Saghiri - Mohammad Reza Meybodi

A Community-Based Method for Identifying Influential Nodes using Network Embedding

Nargess Vafaei - Dr Mohammad Reza Keyvanpour

FiReT: A Neural Radiance Fields Framework for Wireless Field Reconstruction and Transmitter Placement

Negar Pouya - Armin Soleymani - Gholamreza Moradi - Farzaneh Abdollahi

بررسی کارآمدی فناوری وب 0.2 در پشتیبانی از فرآیندهای انسان محور و دانش مبنا

سید احسان ملیحی - فاطمه مشایخی کردکلا

بهبود معاملات الگوریتمی سهام مبتنی بر رویکرد یادگیری تقویتی

مها العطوان - جعفر پورامینی

An Enhanced Fuzzy Rule-Based Method for Coronary Artery Disease Risk Prediction Using Weighted and Biased Rules

Fatemeh Ahmadi - Mohammad Javad Parseh - Ehsan Amiri

more

Samin Hamayesh - Version 42.5.2