In this thesis,we focus on studying approximation algorithms and parametrized algorithms for vertex deletion problem.The vertex deletion problem is an important research problem in the field of theoretical computer science,and has a wide application in the real world.This thesis consists of the following four parts:In the first part,for a given graph G,the minimum weight connected-k-subgraph cover problem(MinWCkSC)is to find a minimum weight vertex subset C of G such that each connected subgraph of G on k vertices contains at least one vertex of C.Previously,Zhang et al.[93]presented a(k-1)-approximation algorithm for MinWCkSC under the assumption that the girth of G,which is the length of a shortest cycle of G,is at least k.In this paper,we improve this result by showing that(k-1)-approximation can be achieved when the girth requirement is relaxed from k to 2k/3.In the second part,we study the minimum weight connected-k-subgraph cover prob-lem with connectivity requirement(MinWCkSCcon),the goal of which is to find a mini-mum weight vertex set C such that every connected subgraph on k vertices of G contains at least one vertex of C,and the induced graph G[C]is connected.For k=4,We present a two-stage approximation algorithm for MinWC4SCcon on graphs without vertex of de-gree 2,achieving approximation ratio at most(ln(?max)+7+ln3),where ?max denote the maximum degree of graph G.In the third part,we study the minimum(connected)k-bounded-degree node deletion problem(Min(C)kBDND).For a connected graph G,and a constant k,a vertex set C(?)V(G)is a kBDND-set if the maximum degree of graph G-C is at most k.If furthermore,the subgraph of G induced by C is connected,then C is a CkBDND-set.The goal of MinkBDND(resp.MinCkBDND)is to find a kBDND-set(resp.CkBDND-set)with the minimum size.This paper presents a(1+?)and a 3.76-approximation algorithm for MinkBDND and MinCkBDND on unit disk graphs,respectively,where 0<?<1 is an arbitrary constant.In the fourth part,we first present a PTAS for MinCkSC in H-minor-free graphs where H is a fixed graph with a constant number of vertices.Then we design an O(?(2(k-1)?)3?)|V| time FPT algorithm for MinCkSCcon on graphs with bounded treewith ?,where k is a constant,and an O((?))time FPT algorithm for MinCkSCcon on H-minor free graphs,where t is an upper bound of solution size. |