Efficient Haplotype Inference with Answer Set Programming
نویسندگان
چکیده
Identifying maternal and paternal inheritance is essential to be able to find the set of genes responsible for a particular disease. Although we have access to genotype data (genetic makeup of an individual), determining haplotypes (genetic makeup of the parents) experimentally is a costly and time consuming procedure due to technological limitations. With these biological motivations, we study a computational problem, called Haplotype Inference with Pure Parsimony (HIPP), that asks for the minimal number of haplotypes that form a given set of genotypes. We introduce a novel approach to solving HIPP, using Answer Set Programming (ASP). According to our experiments with a large number of problem instances (some automatically generated and some real), our ASP-based approach solves the most number of problems compared to other approaches based on, e.g., integer linear programming, branch and bound algorithms, SAT-based algorithms, or pseudo-boolean optimization methods.
منابع مشابه
HAPLO-ASP: Haplotype Inference Using Answer Set Programming
Identifying maternal and paternal inheritance is essential to be able to find the set of genes responsible for a particular disease. However, due to technological limitations, we have access to genotype data (genetic makeup of an individual), and determining haplotypes (genetic makeup of the parents) experimentally is a costly and time consuming procedure. With these biological motivations, we ...
متن کاملComparing ASP, CP, ILP on two Challenging Applications: Wire Routing and Haplotype Inference
We study three declarative programming paradigms, Answer Set Programming (ASP), Constraint Programming (CP), and Integer Linear Programming (ILP), on two challenging applications: wire routing and haplotype inference. We represent these problems in each formalism in a systematic way, compare the formulations both from the point of view of knowledge representation (e.g., how tolerant they are to...
متن کاملComparing ASP, CP, ILP on Haplotype Inference by Pure Parsimony
We study three declarative programming paradigms, Answer Set Programming (ASP), Constraint Programming (CP), and Integer Linear Programming (ILP), on a challenging application: Haplotype Inference by Pure Parsimony (HIPP). We represent HIPP in each formalism in a systematic way, compare the formulations both from the point of view of knowledge representation (e.g., how easy it is to represent s...
متن کاملDisjunctive Answer Set Programming via Satisfiability
Using SAT solvers as inference engines in answer set programming systems showed to be a promising approach in building efficient systems. Nowadays SAT based answer set programming systems successfully work with nondisjunctive programs. This paper proposes a way to use SAT solvers for finding answer sets for disjunctive logic programs. We implement two different ways of SAT solver invocation use...
متن کاملSystems integrating answer set programming and constraint programming
We will demonstrate two systems implementing subclasses of a new language AC(C). The language AC(C) not only has the problem modeling power of both Answer Set Prolog (ASP) and Constraint Logic Programming (CLP) but also allows for more efficient inference algorithms combining reasoning techniques from ASP and CLP systems.
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2008