LDP (Local Differential Privacy) and its variants have been recently studied to analyze personal data collected from IoT (Internet of Things) devices while strongly protecting user privacy. In particular, a recent study proposes general privacy notion called ID-LDP (Input-Discriminative LDP), which introduces budget for each input value deal with different levels sensitivity. However, it is unc...

BACKGROUND Responsibility for planning and delivery of health services in the Philippines is devolved to the local government level. Given the recognised need to strengthen capacity for local planning and budgeting, we implemented Investment Cases (IC) for Maternal, Neonatal and Child Health (MNCH) in three selected sub-national units: two poor, rural provinces and one highly-urbanised city. Th...