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FAIR VALUE OF FINANCIAL INSTRUMENTS - Estimated Fair Values of Financial Instruments (Details) - USD ($)
$ in Thousands
3 Months Ended 12 Months Ended
Mar. 31, 2018
Dec. 31, 2017
Assets:    
Fair Value $ 3,882,656 $ 3,602,378
Provision for loan losses (7,000) [1] (4,000)
Liabilities:    
Fair Value 4,586,037 4,414,782
Repurchase agreements - short-term    
Liabilities:    
Outstanding Face Amount 491,939 371,427
Fair Value 491,939 371,427
Repurchase agreements - long-term    
Liabilities:    
Outstanding Face Amount 262,438 101,983
Fair Value 262,438 101,983
Mortgage loan financing    
Liabilities:    
Outstanding Face Amount 695,163 692,394
Fair Value 668,790 693,055
CLO debt    
Liabilities:    
Outstanding Face Amount 683,095  
Fair Value 683,095  
Participation Financing - Mortgage Loan Receivable    
Liabilities:    
Outstanding Face Amount 2,815 688,479
Fair Value 2,815 688,479
Borrowings from the FHLB    
Liabilities:    
Outstanding Face Amount 1,348,000 1,370,000
Fair Value 1,326,100 1,369,544
Senior unsecured notes    
Liabilities:    
Outstanding Face Amount 1,166,201 1,166,201
Fair Value 1,150,860 1,187,187
Mortgage loan receivables held for investment, net, at amortized cost    
Assets:    
Outstanding Face Amount 3,550,544 3,300,709
Fair Value $ 3,532,369 3,292,035
Fair Value Assumptions:    
Period of short interest rate reset risk 30 days  
Mortgage loan receivables held for sale    
Assets:    
Outstanding Face Amount $ 274,090 232,527
Fair Value 279,372 236,428
FHLB stock    
Assets:    
Outstanding Face Amount 77,915 77,915
Fair Value 77,915 77,915
Recurring    
Assets:    
Fair Value 1,100,197 1,107,405
Recurring | Repurchase agreements - short-term | Discounted Cash Flow    
Liabilities:    
Outstanding Face Amount 491,939 371,427
Amortized Cost Basis 491,939 371,427
Fair Value $ 491,939 $ 371,427
Fair Value Assumptions:    
Weighted average yield % 3.25% 3.19%
Weighted Average Remaining Maturity/Duration 2 months 23 days 4 months 6 days
Recurring | Repurchase agreements - long-term | Discounted Cash Flow    
Liabilities:    
Outstanding Face Amount $ 262,438 $ 101,983
Amortized Cost Basis 262,438 101,983
Fair Value $ 262,438 $ 101,983
Fair Value Assumptions:    
Weighted average yield % 2.60% 2.62%
Weighted Average Remaining Maturity/Duration 1 year 10 months 20 days 2 years 7 months 20 days
Recurring | Mortgage loan financing | Discounted Cash Flow    
Liabilities:    
Outstanding Face Amount $ 695,163 $ 692,394
Amortized Cost Basis 683,487 692,696
Fair Value $ 668,790 $ 693,055
Fair Value Assumptions:    
Weighted average yield % 4.91% 4.91%
Weighted Average Remaining Maturity/Duration 2 years 8 months 15 days 6 years 9 months 21 days
Recurring | CLO debt | Discounted Cash Flow    
Liabilities:    
Outstanding Face Amount $ 683,095 $ 688,479
Amortized Cost Basis 683,095 688,479
Fair Value $ 683,095 $ 688,479
Fair Value Assumptions:    
Weighted average yield % 3.64% 3.40%
Weighted Average Remaining Maturity/Duration 10 years 5 months 19 days 10 years 9 months 7 days
Recurring | Participation Financing - Mortgage Loan Receivable | Discounted Cash Flow    
Liabilities:    
Outstanding Face Amount $ 2,815 $ 3,107
Amortized Cost Basis 2,815 3,107
Fair Value $ 2,815 $ 3,107
Fair Value Assumptions:    
Weighted average yield % 17.00% 17.00%
Weighted Average Remaining Maturity/Duration 2 months 4 days 5 months 4 days
Recurring | Borrowings from the FHLB | Discounted Cash Flow    
Liabilities:    
Outstanding Face Amount $ 1,348,000 $ 1,370,000
Amortized Cost Basis 1,348,000 1,370,000
Fair Value $ 1,326,100 $ 1,369,544
Fair Value Assumptions:    
Weighted average yield % 1.82% 1.61%
Weighted Average Remaining Maturity/Duration 2 years 5 months 8 days 2 years 5 months 26 days
Recurring | Senior unsecured notes | Broker quotations, pricing services    
Liabilities:    
Outstanding Face Amount $ 1,166,201 $ 1,166,201
Amortized Cost Basis 1,152,834 1,152,134
Fair Value $ 1,150,860 $ 1,187,187
Fair Value Assumptions:    
Weighted average yield % 5.39% 5.39%
Weighted Average Remaining Maturity/Duration 5 years 10 days 5 years 3 months 10 days
Recurring | Nonhedge derivatives    
Liabilities:    
Derivative liability face amount   $ 54,160
Fair Value   2,606
Recurring | Nonhedge derivatives | Counterparty quotations    
Liabilities:    
Derivative liability face amount   54,160
Fair Value   $ 2,606
Fair Value Assumptions:    
Weighted Average Remaining Maturity/Duration   2 years 5 months 8 days
Recurring | CMBS    
Assets:    
Outstanding Face Amount $ 983,104 $ 945,167
Fair Value 982,284 953,499
Recurring | CMBS | Internal model, third-party inputs    
Assets:    
Outstanding Face Amount 983,104 945,167
Amortized Cost Basis 991,436 954,397
Fair Value $ 982,284 $ 953,499
Fair Value Assumptions:    
Weighted average yield % 2.89% 2.79%
Weighted Average Remaining Maturity/Duration 2 years 11 months 4 days 2 years 10 months 20 days
Recurring | CMBS interest-only    
Assets:    
Outstanding Face Amount $ 2,492,711 $ 3,140,297
Fair Value 79,035 113,071
Recurring | CMBS interest-only | Internal model, third-party inputs    
Assets:    
Outstanding Face Amount 2,492,711 3,140,297
Amortized Cost Basis 79,162 112,609
Fair Value $ 79,035 $ 113,071
Fair Value Assumptions:    
Weighted average yield % 3.46% 3.16%
Weighted Average Remaining Maturity/Duration 2 years 11 months 26 days 3 years 29 days
Recurring | GNMA interest-only    
Assets:    
Outstanding Face Amount $ 165,307 $ 172,916
Fair Value 3,975 4,477
Recurring | GNMA interest-only | Internal model, third-party inputs    
Assets:    
Outstanding Face Amount 165,307 172,916
Amortized Cost Basis 4,540 5,245
Fair Value $ 3,975 $ 4,477
Fair Value Assumptions:    
Weighted average yield % 6.60% 6.70%
Weighted Average Remaining Maturity/Duration 4 years 14 days 4 years 2 months 4 days
Recurring | Agency securities    
Assets:    
Outstanding Face Amount $ 706 $ 720
Fair Value 698 728
Recurring | Agency securities | Internal model, third-party inputs    
Assets:    
Outstanding Face Amount 706 720
Amortized Cost Basis 727 743
Fair Value $ 698 $ 728
Fair Value Assumptions:    
Weighted average yield % 1.77% 1.80%
Weighted Average Remaining Maturity/Duration 2 years 9 months 10 days 2 years 11 months 8 days
Recurring | GNMA permanent securities    
Assets:    
Outstanding Face Amount $ 33,472 $ 33,745
Fair Value 34,113 34,742
Recurring | GNMA permanent securities | Internal model, third-party inputs    
Assets:    
Outstanding Face Amount 33,472 33,745
Amortized Cost Basis 33,757 34,386
Fair Value $ 34,113 $ 34,742
Fair Value Assumptions:    
Weighted average yield % 3.62% 3.62%
Weighted Average Remaining Maturity/Duration 5 years 6 months 5 years 7 months 27 days
Recurring | Mortgage loan receivables held for investment, net, at amortized cost    
Assets:    
Provision for loan losses $ (7,000) $ (4,000)
Recurring | Mortgage loan receivables held for investment, net, at amortized cost | Discounted Cash Flow    
Assets:    
Outstanding Face Amount 3,550,544 3,300,709
Amortized Cost Basis 3,528,185 3,282,462
Fair Value $ 3,532,369 $ 3,292,035
Fair Value Assumptions:    
Weighted average yield % 7.34% 7.18%
Weighted Average Remaining Maturity/Duration 1 year 7 months 2 days 1 year 7 months 9 days
Recurring | Mortgage loan receivables held for sale | Internal model, third-party inputs    
Assets:    
Outstanding Face Amount $ 274,090 $ 232,527
Amortized Cost Basis 273,636 230,180
Fair Value $ 279,372 $ 236,428
Fair Value Assumptions:    
Weighted average yield % 5.09% 4.88%
Weighted Average Remaining Maturity/Duration 9 years 8 months 15 days 8 years 2 months 1 day
Recurring | FHLB stock | Put Value    
Assets:    
Outstanding Face Amount $ 77,915 $ 77,915
Amortized Cost Basis 77,915 77,915
Fair Value $ 77,915 $ 77,915
Fair Value Assumptions:    
Weighted average yield % 4.25% 4.25%
Recurring | Nonhedge derivatives    
Assets:    
Derivative asset face amount $ 713,900 $ 594,140
Fair Value 92 888
Recurring | Nonhedge derivatives | Counterparty quotations    
Assets:    
Derivative asset face amount 713,900 594,140
Fair Value $ 92 $ 888
Fair Value Assumptions:    
Weighted Average Remaining Maturity/Duration 3 months 2 months 26 days
[1] Includes amounts relating to consolidated variable interest entities. See Note 3.