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The popularity of Location-Based Services applications have drastically increased in GPS enabled smartphones. However, location privacy remains a major concern for users of such applications. In this paper, we have identified key issues observed in Dummy-based privacy preservation techniques. We have envisioned several research directions for enhanced dummy-generation in Location-Based Services.