Are we just talking about pruning the spent transactions from an old block?
 We already have a data structure that allows us to replace any un-needed
transaction by just it's hash - and possibly a whole sub-tree if we get
lucky in that the un-needed transaction all fall within a common node of
the merkle tree.

If a lite client only cares to retain a single transaction in a block (the
most common case) - it will only need O(log2(T)) merkle hashes plus the
transaction it cares about.

Does it really make sense to adopt a more complex data-structure than the
merkle tree for inclusing in the bticoin protocol?  And we're not talking
about blocks with millions of transactions in them - I don't understand the
relevance of Order statistics for random access to a transaction given its
block.

On Tue, Jun 19, 2012 at 11:30 AM, Alan Reiner <etothe...@gmail.com> wrote:

>  On 06/19/2012 02:18 PM, Mark Friedenbach wrote:
>
> On Tue, Jun 19, 2012 at 10:33 AM, Alan Reiner <etothe...@gmail.com> wrote:
>
>  If we were to use a raw trie structure, then we'd have all the above
>> issues solved:  a trie has the same configuration no matter how elements
>> are inserted or deleted, and accesses to elements in the tree are
>> constant time -- O(1).  There is no such thing as an unbalanced trie.
>> But overall space-efficiency is an issue.
>>
>> A PATRICIA tree/trie would be ideal, in my mind, as it also has a
>> completely deterministic structure, and is an order-of-magnitude more
>> space-efficient.  Insert, delete and query times are still O(1).
>> However, it is not a trivial implementation.  I have occasionally looked
>> for implementations, but not found any that were satisfactory.
>>
>
>  No, a trie of any sort is dependent upon distribution of input data for
> balancing. As Peter Todd points out, a malicious actor could construct
> transaction or address hashes in such a way as to grow some segment of the
> trie in an unbalanced fashion. It's not much of an attack, but in principle
> exploitable under particular timing-sensitive circumstances.
>
>  Self-balancing search trees (KVL, RB, 2-3-4, whatever) don't suffer from
> this problem.
>
>  Mark
>
>
> I was using "unbalanced" to refer to "query time" (and also insert/delete
> time).  If your trie nodes branch based on the next byte of your key hash,
> then the max depth of your trie is 32.  Period.  No one can do anything to
> ever make you do more than 32 hops to find/insert/delete your data.   And
> if you're using a raw trie, you'll always use *exactly* 32 hops
> regardless of the distribution of the underlying data.  Hence, the trie
> structure is deterministic (history-independent) and cannot become
> unbalanced in terms of access time.
>
> My first concern was that a malicious actor could linearize parts of the
> tree and cause access requests to take much longer than log(N) time.  With
> the trie, that's not only impossible, you're actually accessing in O(1)
> time.
>
> However, you are right that disk space can be affected by a malicious
> actor.  The more branching he can induce, the more branch nodes that are
> created to support branches with only one leaf.
>
>
>
>
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-- 
Mike Koss
CTO, CoinLab
(425) 246-7701 (m)

A Bitcoin Primer <http://coinlab.com/a-bitcoin-primer.pdf> - What you need
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