H-Index Manipulation by Merging Articles: Models, Theory, and Experiments
نویسندگان
چکیده
An author’s profile on Google Scholar consists of indexed articles and associated data, such as the number of citations and the H-index. The author is allowed to merge articles, which may affect the H-index. We analyze the parameterized complexity of maximizing the H-index using article merges. Herein, to model realistic manipulation scenarios, we define a compatability graph whose edges correspond to plausible merges. Moreover, we consider multiple possible measures for computing the citation count of a merged article. For the measure used by Google Scholar, we give an algorithm that maximizes the H-index in linear time if the compatibility graph has constant-size connected components. In contrast, if we allow to merge arbitrary articles, then already increasing the H-index by one is NP-hard. Experiments on Google Scholar profiles of AI researchers show that the H-index can be manipulated substantially only by merging articles with highly dissimilar titles, which would be easy to discover.
منابع مشابه
h-Index Manipulation by Undoing Merges
The h-index is an important bibliographic measure used to assess the performance of researchers. Van Bevern et al. [Artif. Intel., to appear] showed that, despite computational worst-case hardness results, substantial manipulation of the h-index of Google Scholar author profiles is possible by merging articles. Complementing this work, we study the opposite operation, the splitting of articles,...
متن کاملManipulating Citation Indices in a Social Context
The h-index [6] is a popular measure of a researcher’s publication activity: a researcher’s h-index is the largest number x such that she has at least x papers that have received at least x citations each. It has been observed that one can manipulate her h-index by strategically merging one or more articles, and the complexity of finding a successful/optimal manipulation has been investigated f...
متن کاملModeling gene regulatory networks: Classical models, optimal perturbation for identification of network
Deep understanding of molecular biology has allowed emergence of new technologies like DNA decryption. On the other hand, advancements of molecular biology have made manipulation of genetic systems simpler than ever; this promises extraordinary progress in biological, medical and biotechnological applications. This is not an unrealistic goal since genes which are regulated by gene regulatory ...
متن کاملAnnexations and Merging in Weighted Voting Games - The Extent of Susceptibility of Power Indices
This paper discusses weighted voting games and two methods of manipulating those games, called annexation and merging. These manipulations allow either an agent, called an annexer to take over the voting weights of some other agents in the game, or the coming together of some agents to form a bloc of manipulators to have more power over the outcomes of the games. We evaluate the extent of susce...
متن کاملManipulation of Weighted Voting Games and the Effect of Quota
The Shapley-Shubik, Banzhaf, and Deegan-Packel indices are three prominent power indices for measuring voters’ power in weighted voting games. We consider two methods of manipulating weighted voting games, called annexation and merging. These manipulations allow either an agent, called an annexer to take over the voting weights of some other agents, or the coming together of some agents to form...
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:
- Artif. Intell.
دوره 240 شماره
صفحات -
تاریخ انتشار 2015