Bongjoo Kim

Yunju Park

Yoora Kim

Chanyong Lee

Hongil Cho

Jaeman Park

Hyeonje Cho

Seunghee Lee

Yunbae Kim

Jaedeok Kim

Byeongchan Lee

Myungwoo Lee

Jonghun Yoon

Youngrock Oh

Gyohun Jeong

Jeongseop Kim

Younghwan Jeon

Kijoung Jang

Unsil Kim

Hyesung Baek

Eunjin Kang

Ina Ko

Soyoung Park

Pani Fernando

Subasha Wickramarachchi

Yongsun Kim

Cholong Kim

Sangdon Park

Ahyoung Wi

Yewon Jo

Sohee Bae

Soi Lee

Jinhyun Ahn

Jiho Lee

The Probabilistic Artificial Intelligence Laboratory is part of the Department of Mathematical Sciences at KAIST. The laboratory advances machine learning algorithms through probability theory and statistics. Research interests include probabilistic and statistical machine learning, collaborative learning, neural processes, generative models, and their applications.

확률적 인공지능 연구실은 KAIST 수리과학과에 소속되어 있다. 확률 이론 및 통계학과 같은 수학적 기초를 활용하여 기계 학습 알고리즘을 발전시킨다. 주요 연구 분야는 확률 및 통계적 기계 학습, 협업 학습, 신경망 프로세스, 생성 모델과 실제 문제에 대한 응용이다.

Enhanced Markov chain model and throughput analysis of the slotted CSMA/CA for IEEE 802.15. 4 under unsaturated traffic conditions

Adaptive contention window control scheme in wireless ad hoc networks

Performance Analysis of M-QAM Scheme Combined With Multiuser Diversity Over Nakagami- Fading Channels

Minimum energy consumption design of a two-hop relay network for QoS guarantee

Throughput performance optimization in cognitive radio networks under rayleigh fading

Performance analysis of single relay cooperative ARQ protocol under time correlated Rayleigh fading channel

Stability analysis of multi-channel cognitive radio networks based on decoupling approach

Threshold-based opportunistic scheduling for ergodic rate guarantees in wireless networks: Extended version

Throughput analysis of multichannel cognitive radio networks based on stochastic geometry

Spatial Modelling and Analysis of WLAN

Capacity optimal design of two-hop relay network

Queuing Analysis of Opportunistic Scheduling Scheme Exploiting Multiuser Diversity: Extended Version

Performance analysis of the ertPS algorithm and enhanced ertPS algorithm for VoIP services in IEEE 802.16 e systems

A new autonomous adaptive MAC protocol in wireless networks

Atmospheric attenuation model using Gaussian process in sub-THz terrestrial wireless communications

Rain attenuation prediction model for terrestrial links using Gaussian process regression

Optimal throughput analysis of a super dense wireless network with the renewal access protocol

Prediction based efficient online bandwidth allocation method

An optimized random channel access policy in cognitive radio networks under packet collision requirement for primary users

An efficient power saving mechanism for delay-guaranteed services in IEEE 802.16 e

Path loss model based on machine learning using multi-dimensional Gaussian process regression

Design and analysis of medium access protocol: Throughput and short-term fairness perspective

Design and analysis of optimal random access policies in cognitive radio networks

Distance-based inter-cell interference coordination in small cell networks: Stochastic geometry modeling and analysis

Performance analysis of distance-based inter-cell interference coordination in Small Cell Networks

Adaptive bandwidth allocation based on sample path prediction with Gaussian process regression

Queueing delay analysis for the joint scheduling exploiting multiuser diversity over a fading channel

Gaussian process regression-based traffic load balancing for multimedia multipath systems

A new contention based adaptive MAC protocol based on the renewal access protocol

A new analytic method for IEEE 802.11 distributed coordination function

Delay Optimal Design of Wireless Medium Access Protocol

Optimal throughput analysis of random access policies for cognitive radio networks with multiple channel access

Contribution-based energy-trading mechanism in microgrids for future smart grid: A game theoretic approach

Traffic modelling and bandwidth allocation algorithm for video telephony service traffic

Performance Modeling and Analysis for Minimum Energy Consumption in A Two-hop Relay Network

Analysis of Bounds for Expected Inter-transmission Time in IEEE 802.11 DCF System

Optimal Dynamic Spectrum Access in Cognitive Radio Networks under Rayleigh Fading

Threshold Optimization of Energy Detection in Cognitive Radio Networks

Performance modeling and analysis of IEEE 802.11 wireless networks with hidden nodes

Packet delay analysis of a wireless network with multiple relays under Rayleigh fading channels

Analysis of optimal random access policies for cognitive radio networks under Rayleigh fading

Adaptive guard channel based CAC scheme in a 3G-WLAN integrated network

Throughput performance optimization of super dense wireless networks with the renewal access protocol

Packet level performance analysis of a packet scheduler exploiting multiuser diversity

Event-driven energy trading system in microgrids: Aperiodic market model analysis with a game theoretic approach

Energy trading system in microgrids with future forecasting and forecasting errors

Design and analysis of an adaptive guard channel based CAC scheme in a 3G-WLAN integrated network

Towards understanding ensemble distillation in federated learning

Delay analysis of OFDMA-Aloha

TAIL ASYMPTOTICS OF FLUID QUEUES IN A DISTRIBUTED SERVER SYSTEM FED BY A HEAVY-TAILED ON-OFF FLOW.

Optimal design and analysis of a two-hop relay network under Rayleigh fading for packet delay minimization

Performance modeling and analysis of broadcast packets in vehicular Ad Hoc networks

THROUGHPUT PERFORMANCE OPTIMIZATION IN COGNITIVE RADIO NETWORKS BASED ON STOCHASTIC GEOMETRY

PERFORMANCE ANALYSIS OF A QUEUEING SYSTEM WITH FRACTIONAL BROWIAN MOTION INPUT TRAFFIC UNDER RAYLEIGH FADING CHANNEL

CROSS-LAYER MODELING AND OPTIMIZATION OF MULTI-CHANNEL COGNITIVE RADIO NETWORKS UNDER IMPERFECT CHANNEL SENSING.

Time series forecasting based day-ahead energy trading in microgrids: Mathematical analysis and simulation

Optimal design for dynamic spectrum access in cognitive radio networks under rayleigh fading

Simplified frequency offset estimation for MIMO OFDM systems

A NEW ANALYTICAL MODEL FOR OPTIMIZED COGNITIVE RADIO NETWORKS BASED ON STOCHASTIC GEOMETRY.

CROSS-LAYER RELAY SELECTION SCHEME OF A WIRELESS NETWORK WITH MULTIPLE RELAYS UNDER RAYLEIGH FADING.

Optimal Design of Random Channel Access Policy in Cognitive Radio Network

Performance Modeling and Analysis of the Optimal Random Access Policy in Cognitive Radio Networks

Queue Response Approximation With Discrete Autoregressive Processes Of Order 1

Asymptotic Analysis for Extremely Dense WLANs

Performance Analysis of Cognitive Radio Networks under Rayleigh Fading Channel

Impact of Spatial Correlation in Interference on Broadcast Packets in Vehicular Ad Hoc Networks

On the exact analysis of a discrete-time queueing system with autoregressive inputs

The waiting time analysis of a discrete-time queue with arrivals as a discrete autoregressive process of order 1

Mathematical modeling of Rayleigh fading channels based on finite state Markov chains

Performance modelling and analysis of the sleep-mode in IEEE802. 16e WMAN

Design of a fair scheduler exploiting multiuser diversity with feedback information reduction

Cross-layer design and analysis of wireless networks using the effective bandwidth function

Queuing delay analysis for packet schedulers with/without multiuser diversity over a fading channel

Supplementary variable method applied to the MAP/G/1 queueing system

Performance modeling and analysis of IEEE 802.15. 4 slotted CSMA/CA protocol with ACK mode

Performance of correlated queues: the impact of correlated service and inter-arrival times

ProbAI LAB

교수님 소개

황강욱

연구실 소개

연구실 키워드

알럼나이가 간 회사

연구실 지원 방법

대우 조건

연도별 논문 인용수

저널 & 학회 논문 출판 수

연구실 논문 목록

Atmospheric attenuation model using Gaussian process in sub-THz terrestrial wireless communications

Towards understanding ensemble distillation in federated learning

Path loss model based on machine learning using multi-dimensional Gaussian process regression

연구실 보유 특허

대학별 입시끈

우리 연구실 모집

교수님 소개

황강욱

연구실 키워드

알럼나이가 간 회사

연구실 지원 방법

대우 조건

연도별 논문 인용수

저널 & 학회 논문 출판 수

연구실 논문 목록

Atmospheric attenuation model using Gaussian process in sub-THz terrestrial wireless communications

Towards understanding ensemble distillation in federated learning

Path loss model based on machine learning using multi-dimensional Gaussian process regression

연구실 보유 특허

최근 3년간 연구실적 높은 연구실

대학별 입시끈

우리 연구실 모집