김은정 교수
Eun Jung Kim
KAIST 전산학부 · 컴퓨터과학
연구실 소개
김은정 교수의 연구실은 그래프 이론과 네트워크 아키텍처의 융합을 바탕으로, 복잡한 그래프 구조에서의 효율적 알고리즘 설계와 고성능 컴퓨팅 환경에서의 에너지 최적화를 주요 연구 분야로 다룹니다. 특히 트웨이드 모듈레이터 기반 선형 커널링, 체로우스 사이클의 Erdős-Pósa 성질, 그리고 유량 증강 기법을 활용한 최적화 알고리즘 개발 등 고도화된 이론적 기반의 실용적 솔루션을 연구합니다. 또한 InfiniBand 아키텍처를 기반으로 한 클러스터 네트워크의 에너지 효율성 분석과 성능 예측 기술을 통해 미래형 시스템 영역 네트워크(SAN)의 핵심 기반 기술을 선도하고 있습니다.
연구 현황
연구 성과 추이
표시된 성과는 수집된 데이터 기준으로 산출되며, 일부 차이가 있을 수 있습니다.
주요 논문
15We present a linear-time algorithm to compute a decomposition scheme for graphs G that have a set X ⊆ V ( G ), called a treewidth-modulator , such that the treewidth of G − X is bounded by a constant. Our decomposition, called a protrusion decomposition , is the cornerstone in obtaining the following two main results. Our first result is that any parameterized graph problem (with parameter k ) that has a finite integer index and such that Y es -instances have a treewidth-modulator of size O ( k
Designing energy-efficient clusters has recently become an important concern to make these systems economically attractive for many applications. Since the cluster interconnect is a major part of the system, the focus of this paper is to characterize and optimize the energy consumption in the entire interconnect. Using a cycle-accurate simulator of an InfiniBand Architecture (IBA) compliant interconnect fabric and actual designs of its components, we investigate the energy behavior on regular an
The InfiniBand/sup TM/ Architecture (IBA) is envisioned to be the default communication fabric for future system area networks (SAN). However, the released IBA specification outlines only higher level functionalities, leaving it open for exploring various design alternatives. In this paper we investigate four co-related techniques to provide high and predictable performance in IBA. These are: (i) using the shortest path first (SPF) algorithm for deterministic packet routing; (ii) developing a mu
A chordless cycle, or equivalently a hole, in a graph G is an induced subgraph of G which is a cycle of length at least 4. We prove that the Erdős-Pósa property holds for chordless cycles, which resolves the major open question concerning the Erdős-Pósa property. Our proof for chordless cycles is constructive: in polynomial time, one can find either k+1 vertex-disjoint chordless cycles, or c1k2logk+c2 vertices hitting every chordless cycle for some constants c1 and c2. It immediately implies an
We show a flow-augmentation algorithm in directed graphs: There exists a randomized polynomial-time algorithm that, given a directed graph G, two integers s,t ∈ V(G), and an integer k, adds (randomly) to G a number of arcs such that for every minimal st-cut Z in G of size at most k, with probability 2−poly(k) the set Z becomes a minimum st-cut in the resulting graph.
We present an undirected version of the recently introduced flow-augmentation\ntechnique: Given an undirected multigraph $G$ with distinguished vertices $s,t\n\\in V(G)$ and an integer $k$, one can in randomized $k^{O(1)} \\cdot (|V(G)| +\n|E(G)|)$ time sample a set $A \\subseteq \\binom{V(G)}{2}$ such that the\nfollowing holds: for every inclusion-wise minimal $st$-cut $Z$ in $G$ of\ncardinality at most $k$, $Z$ becomes a minimum-cardinality cut between $s$ and\n$t$ in $G+A$ (i.e., in the multi
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