Cloud offers flexible and cost effective storage for
big data but the major challenge is access control of big data
processing. CP-ABE is a desirable solution for data access
control in cloud. However, in CP-ABE the access policy may
leak user’s private information. To address this issue, Hidden
Policy CP-ABE schemes proposed but those schemes still causing
data leakage problem because the access policies are partially
hidden and create more computational cost. In this paper,
we propose a New Hidden Policy Ciphertext Policy Attribute
Based Encryption (HP-CP-ABE) to ensure Big Data Access
Control with Privacy-preserving Policy in Cloud. In proposed
method, we used Multi Secret Sharing Scheme(MSSS) to reduce
the computational overhead, while encryption and decryption
process. We also applied mask technique on each attribute
in access policy and embed the access policy in ciphertext,
to protect user’s private information from access policy. The
security analysis shows that HP-CP-ABE is more secure and
preserve the access policy privacy. Performance evaluation
shows that our schemes takes less computational cost than
existing scheme.