The only new trading book I have read recently is The Wallstrip Edge by Howard Lindzen. And that was because he gave it to me so I felt obligated. That said it's a really good book for a trader who isn't really secure in his techniques, or is starting out and looking for an edge. Howard is a brilliant guy and he's made money in his hedge fund using the techniques in his book for years in all markets.
I admit a pretty serious bias here as he is a good friend but I think anyone who asked the question opening this thread will enjoy and benefit from reading it.