Encrypted data exchange
A computer-implemented method includes: encrypting, by a first data party, identification data to generate a first identification data ciphertext, in which the first data party holds an identification dataset including the identification data; sending a first ciphertext set to a second data party, in which the first ciphertext set includes the first identification data ciphertext; receiving a second ciphertext set from the second data party; decrypting the second identification data ciphertext to generate a third identification data ciphertext, in which a third ciphertext set includes the third identification data ciphertext; receiving a fourth ciphertext set from the second data party, obtaining the third identification data ciphertext common to the third ciphertext set and the fourth ciphertext set; calculating a homomorphic addition result of the business data ciphertext corresponding to the third identification data ciphertext; and sending the homomorphic addition result to the second data party.
1. A computer-implemented method for a first data party and a second data party to jointly and securely compute an aggregated result from user data stored by the second data party for a set of users whose membership is maintained by the first data party without the second data party being exposed to the membership of the set and without the first data party being exposed to the user data, the method comprising:
encrypting, by the first data party, identification data representing membership in the set of users, to generate a first identification data ciphertext;
sending, by the first data party to the second data party, the first identification data ciphertext representing membership in the set of users;
receiving, by the first data party from the second data party, a second identification data ciphertext obtained by the second data party encrypting the first identification data ciphertext;
performing, by the first data party, a homomorphic decryption process on the second identification data ciphertext to generate a third identification data ciphertext representing the membership of the set encrypted by the second data party but not by the first data party;
receiving, by the first data party, from the second data party, a ciphertext set, the ciphertext set comprising encrypted identification data stored by the second data party, homomorphically encrypted user data stored by the second data party, and mappings between identities in the encrypted identification data and corresponding encrypted user data;
calculating, by the first data party, an intersection set of the encrypted identification data and the third identification data ciphertext;
calculating, by the first data party, a homomorphic addition result of encrypted user data mapped to the intersection set; and
sending, by the first data party, the homomorphic addition result to the second data party, the homomorphic addition result being decryptable by the second data party to obtain the aggregated result.
2. The computer-implemented method of claim 1 , wherein encrypting the identification data representing membership in the set of users comprises:
obtaining an encoded value of the identification data; and
encrypting the encoded value of the identification data.
3. The computer-implemented method of claim 1 ,
wherein the first data party holds an encryption key;
wherein encrypting the identification data representing membership in the set of users comprises encrypting the identification data using the encryption key; and
wherein performing the homomorphic decryption process comprises decrypting the second identification data ciphertext using a decryption key corresponding to the encryption key.
4. The computer-implemented method of claim 1 , wherein performing the homomorphic decryption process comprises:
decrypting the second identification data ciphertext to obtain a decryption result; and
encoding the decryption result, the encoded decryption result being the third identification data ciphertext.
5. The computer-implemented method of claim 4 , wherein encoding the decryption result comprises hashing the decryption result.
6. The computer-implemented method of claim 1 , wherein sending the first identification data ciphertext to the second data party comprises:
reordering data elements in the first identification data ciphertext to obtain an out-of-order first identification data ciphertext; and
sending the out-of-order first identification data ciphertext to the second data party.
7. A non-transitory, computer-readable medium storing one or more instructions executable by a computer system to perform operations for a first data party and a second data party to jointly and securely compute an aggregated result from user data stored by the second data party for a set of users whose membership is maintained by the first data party without the second data party being exposed to the membership of the set and without the first data party being exposed to the user data, the operations comprising
encrypting, by the first data party, identification data representing membership in the set of users, to generate a first identification data ciphertext;
sending, by the first data party to the second data party, the first identification data ciphertext representing membership in the set of users;
receiving, by the first data party from the second data party, a second identification data ciphertext obtained by the second data party encrypting the first identification data ciphertext;
performing, by the first data party, a homomorphic decryption process on the second identification data ciphertext to generate a third identification data ciphertext representing the membership of the set encrypted by the second data party but not by the first data party;
receiving, by the first data party, from the second data party, a ciphertext set, the ciphertext set comprising encrypted identification data stored by the second data party, homomorphically encrypted user data stored by the second data party, and mappings between identities in the encrypted identification data and corresponding encrypted user data;
calculating, by the first data party, an intersection set of the encrypted identification data and the third identification data ciphertext;
calculating, by the first data party, a homomorphic addition result of encrypted user data mapped to the intersection set; and
sending, by the first data party, the homomorphic addition result to the second data party, the homomorphic addition result being decryptable by the second data party to obtain the aggregated result.
8. The non-transitory, computer-readable medium of claim 7 , wherein encrypting the identification data representing membership in the set of users comprises:
obtaining an encoded value of the identification data; and
encrypting the encoded value of the identification data.
9. The non-transitory, computer-readable medium of claim 7 ,
wherein the first data party holds an encryption key;
wherein encrypting the identification data representing membership in the set of users comprises encrypting the identification data using the encryption key; and
wherein performing the homomorphic decryption process comprises decrypting the second identification data ciphertext using a decryption key corresponding to the encryption key.
10. The non-transitory, computer-readable medium of claim 7 , wherein performing the homomorphic decryption process comprises:
decrypting the second identification data ciphertext to obtain a decryption result; and
encoding the decryption result, the encoded decryption result being the third identification data ciphertext.
11. The non-transitory, computer-readable medium of claim 10 , wherein encoding the decryption result comprises hashing the decryption result.
12. The non-transitory, computer-readable medium of claim 7 , wherein sending the first identification data ciphertext to the second data party comprises:
reordering data elements in the first identification data ciphertext to obtain an out-of-order first identification data ciphertext; and
sending the out-of-order first identification data ciphertext to the second data party.
13. A computer-implemented system, comprising:
one or more computers; and
one or more computer memory devices interoperably coupled with the one or more computers and having tangible, non-transitory, machine-readable media storing one or more instructions that, when executed by the one or more computers, perform operations for a first data party and a second data party to jointly and securely compute an aggregated result from user data stored by the second data party for a set of users whose membership is maintained by the first data party without the second data party being exposed to the membership of the set and without the first data party being exposed to the user data, the operations comprising:
encrypting, by the first data party, identification data representing membership in the set of users, to generate a first identification data ciphertext;
sending, by the first data party to the second data party, the first identification data ciphertext representing membership in the set of users;
receiving, by the first data party from the second data party, a second identification data ciphertext obtained by the second data party encrypting the first identification data ciphertext;
performing, by the first data party, a homomorphic decryption process on the second identification data ciphertext to generate a third identification data ciphertext representing the membership of the set encrypted by the second data party but not by the first data party;
receiving, by the first data party, from the second data party, a ciphertext set, the ciphertext set comprising encrypted identification data stored by the second data party, homomorphically encrypted user data stored by the second data party, and mappings between identities in the encrypted identification data and corresponding encrypted user data;
calculating, by the first data party, an intersection set of the encrypted identification data and the third identification data ciphertext;
calculating, by the first data party, a homomorphic addition result of encrypted user data mapped to the intersection set; and
sending, by the first data party, the homomorphic addition result to the second data party, the homomorphic addition result being decryptable by the second data party to obtain the aggregated result.
14. The computer-implemented system of claim 13 , wherein encrypting the identification data representing membership in the set of users comprises:
obtaining an encoded value of the identification data; and
encrypting the encoded value of the identification data.
15. The computer-implemented system of claim 13 ,
wherein the first data party holds an encryption key;
wherein encrypting the identification data representing membership in the set of users comprises encrypting the identification data using the encryption key; and
wherein performing the homomorphic decryption process comprises decrypting the second identification data ciphertext using a decryption key corresponding to the encryption key.
16. The computer-implemented system of claim 13 , wherein performing the homomorphic decryption process comprises:
decrypting the second identification data ciphertext to obtain a decryption result; and
encoding the decryption result, the encoded decryption result being the third identification data ciphertext.
17. The computer-implemented system of claim 16 , wherein encoding the decryption result comprises hashing the decryption result.
18. The computer-implemented system of claim 13 , wherein sending the first identification data ciphertext to the second data party comprises:
reordering data elements in the first identification data ciphertext to obtain an out-of-order first identification data ciphertext; and
sending the out-of-order first identification data ciphertext to the second data party.